---
_id: '7175'
abstract:
- lang: eng
  text: Deep reinforcement learning (RL) policies for robotic control are typically
    trained for a single hardware configuration. When a joint locks, the learned mapping
    no longer matches the available actuation. This paper investigates whether combining
    self-attention with explicit kinematic observations can improve a policy’s adaptability
    to varying active-joint configurations. We train a single RL agent to control
    a Franka Emika Panda manipulator across different sets of active joints, from
    a restricted 4-degree-of-freedom (DOF) mode to the fully redundant 7-DOF configuration.
    Instead of fixed-length state vectors, the method processes the active joints
    as a variable-length sequence, enriching each joint’s representation with its
    relative spatial offset and geometric Jacobian influence. The proposed kinematics-informed
    attention architecture reaches a success rate of 82.1% across trained configurations
    and 66.6% on unseen configurations, outperforming multilayer perceptron and generic
    attention baselines while remaining nearly collision-free. Deployed on a physical
    Panda, the simulation-trained agent reaches 79.0% success on the unseen configurations,
    closely matching the simulation on the same target schedule (77.0%).
author:
- first_name: Patrick Thomas
  full_name: Mayer, Patrick Thomas
  id: '244831'
  last_name: Mayer
  orcid: 0009-0009-6800-1273
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0009-6800-1273/work/227375532
- first_name: Jan
  full_name: Rexilius, Jan
  id: '245736'
  last_name: Rexilius
  orcid: 0000-0002-4579-214X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4579-214X/work/227375533
citation:
  alphadin: '<span style="font-variant:small-caps;">Mayer, Patrick Thomas</span> ;
    <span style="font-variant:small-caps;">Rexilius, Jan</span>: Adapting to Variable
    Active-Joint Configurations via Kinematics-Informed Attention for Robot Arms.
    In: <i>9th Iberian Robotics Conference (ROBOT) </i>'
  ama: 'Mayer PT, Rexilius J. Adapting to Variable Active-Joint Configurations via
    Kinematics-Informed Attention for Robot Arms. In: <i>9th Iberian Robotics Conference
    (ROBOT) </i>.'
  apa: Mayer, P. T., &#38; Rexilius, J. (n.d.). Adapting to Variable Active-Joint
    Configurations via Kinematics-Informed Attention for Robot Arms. In <i>9th Iberian
    Robotics Conference (ROBOT) </i>. Barcelona.
  bibtex: '@inproceedings{Mayer_Rexilius, title={Adapting to Variable Active-Joint
    Configurations via Kinematics-Informed Attention for Robot Arms}, booktitle={9th
    Iberian Robotics Conference (ROBOT) }, author={Mayer, Patrick Thomas and Rexilius,
    Jan} }'
  chicago: Mayer, Patrick Thomas, and Jan Rexilius. “Adapting to Variable Active-Joint
    Configurations via Kinematics-Informed Attention for Robot Arms.” In <i>9th Iberian
    Robotics Conference (ROBOT) </i>, n.d.
  ieee: P. T. Mayer and J. Rexilius, “Adapting to Variable Active-Joint Configurations
    via Kinematics-Informed Attention for Robot Arms,” in <i>9th Iberian Robotics
    Conference (ROBOT) </i>, Barcelona.
  mla: Mayer, Patrick Thomas, and Jan Rexilius. “Adapting to Variable Active-Joint
    Configurations via Kinematics-Informed Attention for Robot Arms.” <i>9th Iberian
    Robotics Conference (ROBOT) </i>.
  short: 'P.T. Mayer, J. Rexilius, in: 9th Iberian Robotics Conference (ROBOT) , n.d.'
conference:
  end_date: 2026-11-20
  location: Barcelona
  name: '9th Iberian Robotics Conference (ROBOT) '
  start_date: 2026-11-18
date_created: 2026-09-21T16:34:09Z
date_updated: 2026-10-21T09:44:11Z
department:
- _id: '102'
keyword:
- Reinforcement Learning
- Robotic Manipulation
- Kinematic Adaptation
- Sim-to-Real Transfer
language:
- iso: eng
project:
- _id: A827C0AA-C7DA-11E9-B0AE-1F4CB252D58D
  name: Institute for Building Intelligence
publication: '9th Iberian Robotics Conference (ROBOT) '
publication_status: accepted
quality_controlled: '1'
status: public
title: Adapting to Variable Active-Joint Configurations via Kinematics-Informed Attention
  for Robot Arms
type: conference
user_id: '244831'
year: '2026'
...
---
_id: '7174'
abstract:
- lang: eng
  text: This paper presents a hybrid control architecture for dynamic robotic picking
    tasks. The framework combines a Deep Reinforcement Learning policy for high-level
    interception with a dedicated Inverse Kinematics controller for precise terminal
    grasping, while mitigating precision limitations of monolithic learning-based
    approaches. The framework utilizes a Proximal Policy Optimization agent to approach
    moving targets, seamlessly transitioning to an Inverse Kinematics solver that
    reduces terminal orientational and positional errors while minimizing cumulative
    control effort. To facilitate deployment on physical hardware, a robust sim-to-real
    pipeline incorporating system identification, domain randomization, and latency
    injection is employed. Experimental results on a physical Franka Emika Panda manipulator
    validate this hybrid architecture. The system achieves an 80% success rate in
    pick-and-place tasks, compared to 60.8% for unadapted baselines, with no safety-critical
    violations such as joint limit breaches or collisions observed during testing.
author:
- first_name: Patrick Thomas
  full_name: Mayer, Patrick Thomas
  id: '244831'
  last_name: Mayer
  orcid: 0009-0009-6800-1273
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0009-6800-1273/work/227375528
- first_name: Jan
  full_name: Rexilius, Jan
  id: '245736'
  last_name: Rexilius
  orcid: 0000-0002-4579-214X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4579-214X/work/227375529
citation:
  alphadin: '<span style="font-variant:small-caps;">Mayer, Patrick Thomas</span> ;
    <span style="font-variant:small-caps;">Rexilius, Jan</span>: A Hybrid Control
    Framework Using Reinforcement Learning for Dynamic Robotic Manipulation and Sim-to-Real
    Transfer. In: <i>26th International Conference on Control, Automation and Systems
    (ICCAS)</i>'
  ama: 'Mayer PT, Rexilius J. A Hybrid Control Framework Using Reinforcement Learning
    for Dynamic Robotic Manipulation and Sim-to-Real Transfer. In: <i>26th International
    Conference on Control, Automation and Systems (ICCAS)</i>.'
  apa: Mayer, P. T., &#38; Rexilius, J. (n.d.). A Hybrid Control Framework Using Reinforcement
    Learning for Dynamic Robotic Manipulation and Sim-to-Real Transfer. In <i>26th
    International Conference on Control, Automation and Systems (ICCAS)</i>. Sapporo.
  bibtex: '@inproceedings{Mayer_Rexilius, title={A Hybrid Control Framework Using
    Reinforcement Learning for Dynamic Robotic Manipulation and Sim-to-Real Transfer},
    booktitle={26th International Conference on Control, Automation and Systems (ICCAS)},
    author={Mayer, Patrick Thomas and Rexilius, Jan} }'
  chicago: Mayer, Patrick Thomas, and Jan Rexilius. “A Hybrid Control Framework Using
    Reinforcement Learning for Dynamic Robotic Manipulation and Sim-to-Real Transfer.”
    In <i>26th International Conference on Control, Automation and Systems (ICCAS)</i>,
    n.d.
  ieee: P. T. Mayer and J. Rexilius, “A Hybrid Control Framework Using Reinforcement
    Learning for Dynamic Robotic Manipulation and Sim-to-Real Transfer,” in <i>26th
    International Conference on Control, Automation and Systems (ICCAS)</i>, Sapporo.
  mla: Mayer, Patrick Thomas, and Jan Rexilius. “A Hybrid Control Framework Using
    Reinforcement Learning for Dynamic Robotic Manipulation and Sim-to-Real Transfer.”
    <i>26th International Conference on Control, Automation and Systems (ICCAS)</i>.
  short: 'P.T. Mayer, J. Rexilius, in: 26th International Conference on Control, Automation
    and Systems (ICCAS), n.d.'
conference:
  end_date: 2026-10-30
  location: Sapporo
  name: 26th International Conference on Control, Automation and Systems (ICCAS)
  start_date: 2026-10-27
date_created: 2026-09-21T16:30:06Z
date_updated: 2026-10-21T09:43:36Z
department:
- _id: '102'
keyword:
- Reinforcement Learning
- Hybrid Control
- Sim-to-Real
- Robotic Manipulation
- Inverse Kinematics.
language:
- iso: eng
project:
- _id: A827C0AA-C7DA-11E9-B0AE-1F4CB252D58D
  name: Institute for Building Intelligence
publication: 26th International Conference on Control, Automation and Systems (ICCAS)
publication_status: accepted
quality_controlled: '1'
status: public
title: A Hybrid Control Framework Using Reinforcement Learning for Dynamic Robotic
  Manipulation and Sim-to-Real Transfer
type: conference
user_id: '244831'
year: '2026'
...
---
_id: '7173'
abstract:
- lang: eng
  text: Reinforcement learning has achieved state-of-the-art performance in MAV control,
    waypoint flight, and obstacle avoidance. However, existing RL approaches often
    assume fixed objectives and constraints, with flight behavior largely limited
    by vehicle dynamics and orientation considered only when required for locomotion.
    Classical planning and model predictive control handle such constraints explicitly,
    but require optimization or replanning. This motivates methods that combine learned
    local control with explicit constraint handling. We combine reinforcement learning
    with control barrier functions to improve constraint-aware execution. We propose
    parameterized waypoints that encode orientation, velocity, and corridor constraints.
    Simulation and real-world experiments show that a single policy can execute different
    constraint-parameterized navigation scenarios, revealing scenario-dependent trade-offs
    between traversal time, tracking accuracy, and constraint satisfaction.
author:
- first_name: André
  full_name: Kirsch, André
  id: '229807'
  last_name: Kirsch
- first_name: Jan
  full_name: Rexilius, Jan
  id: '245736'
  last_name: Rexilius
  orcid: 0000-0002-4579-214X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4579-214X/work/227345663
citation:
  alphadin: '<span style="font-variant:small-caps;">Kirsch, André</span> ; <span style="font-variant:small-caps;">Rexilius,
    Jan</span>: Reinforcement Learning-based MAV Navigation With Parameterized Waypoints:
    Incorporating Orientation, Speed Limits, and Corridor Constraints. In:'
  ama: 'Kirsch A, Rexilius J. Reinforcement Learning-based MAV Navigation With Parameterized
    Waypoints: Incorporating Orientation, Speed Limits, and Corridor Constraints.'
  apa: 'Kirsch, A., &#38; Rexilius, J. (n.d.). Reinforcement Learning-based MAV Navigation
    With Parameterized Waypoints: Incorporating Orientation, Speed Limits, and Corridor
    Constraints. Presented at the 9th Iberian Robotics Conference (ROBOT), Barcelona.'
  bibtex: '@inproceedings{Kirsch_Rexilius, title={Reinforcement Learning-based MAV
    Navigation With Parameterized Waypoints: Incorporating Orientation, Speed Limits,
    and Corridor Constraints}, author={Kirsch, André and Rexilius, Jan} }'
  chicago: 'Kirsch, André, and Jan Rexilius. “Reinforcement Learning-Based MAV Navigation
    With Parameterized Waypoints: Incorporating Orientation, Speed Limits, and Corridor
    Constraints,” n.d.'
  ieee: 'A. Kirsch and J. Rexilius, “Reinforcement Learning-based MAV Navigation With
    Parameterized Waypoints: Incorporating Orientation, Speed Limits, and Corridor
    Constraints,” presented at the 9th Iberian Robotics Conference (ROBOT), Barcelona.'
  mla: 'Kirsch, André, and Jan Rexilius. <i>Reinforcement Learning-Based MAV Navigation
    With Parameterized Waypoints: Incorporating Orientation, Speed Limits, and Corridor
    Constraints</i>.'
  short: 'A. Kirsch, J. Rexilius, in: n.d.'
conference:
  end_date: 2026-11-20
  location: Barcelona
  name: 9th Iberian Robotics Conference (ROBOT)
  start_date: 2026-11-18
date_created: 2026-09-21T14:31:38Z
date_updated: 2026-09-24T12:22:54Z
keyword:
- MAV navigation
- Reinforcement learning
- Constrained navigation
- Control barrier functions
language:
- iso: eng
project:
- _id: A827C0AA-C7DA-11E9-B0AE-1F4CB252D58D
  name: Institute for Building Intelligence
publication_status: accepted
quality_controlled: '1'
status: public
title: 'Reinforcement Learning-based MAV Navigation With Parameterized Waypoints:
  Incorporating Orientation, Speed Limits, and Corridor Constraints'
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '7068'
abstract:
- lang: eng
  text: 'Adopting digital twin technologies in small andmedium-sized enterprises (SMEs)
    is often hinderedby heterogeneous, poorly documented productiondata. Current semantic
    type detection approachesrequire massive labeled datasets making themimpractical
    for resource-constrained SMEs. Wepropose a zero-shot hybrid framework combiningpattern-based
    classification with selective largelanguage model (LLM) reasoning formanufacturing-specific
    data types. The two-stagearchitecture uses rule-based patterns for high-confidence
    cases, forwarding ambiguous columnsto a multi-step LLM reasoner. Evaluation on
    fourmanufacturing datasets shows the hybrid approachachieves weighted F1 within
    7 24 percentagepoints of pure LLM classification performancewhile reducing LLM
    invocations by 39% onaverage. Processing time decreased by up to 2.8×.Our framework
    addresses a critical gap: automated,computationally efficient data type recognition
    formanufacturing SMEs without requiring trainingdata, contributing to automated
    simulation anddigital twin construction.'
author:
- first_name: Lina
  full_name: Döring, Lina
  id: '231689'
  last_name: Döring
  orcid: 0009-0000-3555-4183
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Döring, Lina</span> ; <span style="font-variant:small-caps;">Trojahn,
    Sebastian</span> ; <span style="font-variant:small-caps;">Reusch, Pascal</span>:
    Smart data adapter: A hybrid pattern-LLM approach. In: <span style="font-variant:small-caps;">Behrendt,
    F.</span> ; <span style="font-variant:small-caps;">Zadek, H.</span> ; <span style="font-variant:small-caps;">Janmontree,
    J.</span> ; <span style="font-variant:small-caps;">Trojahn, S.</span> ; <span
    style="font-variant:small-caps;">Lang, S.</span> (Hrsg.): <i>19th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i> :
    Otto von Guericke University Library, Magdeburg, Germany, 2026'
  ama: 'Döring L, Trojahn S, Reusch P. Smart data adapter: A hybrid pattern-LLM approach.
    In: Behrendt F, Zadek H, Janmontree J, Trojahn S, Lang S, eds. <i>19th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>.
    Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:<a href="https://doi.org/10.25673/123544">10.25673/123544</a>'
  apa: 'Döring, L., Trojahn, S., &#38; Reusch, P. (2026). Smart data adapter: A hybrid
    pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, &#38;
    S. Lang (Eds.), <i>19th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i>. Magdeburg: Otto von Guericke University
    Library, Magdeburg, Germany. <a href="https://doi.org/10.25673/123544">https://doi.org/10.25673/123544</a>'
  bibtex: '@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A
    hybrid pattern-LLM approach}, DOI={<a href="https://doi.org/10.25673/123544">10.25673/123544</a>},
    booktitle={19th International Doctoral Students Workshop on Logistics, Supply
    Chain and Production Management}, publisher={Otto von Guericke University Library,
    Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal},
    editor={Behrendt, Fabian and Zadek, Hartmut and Janmontree, Jettarat and Trojahn,
    Sebastian and Lang, SebastianEditors}, year={2026} }'
  chicago: 'Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Smart Data Adapter:
    A Hybrid Pattern-LLM Approach.” In <i>19th International Doctoral Students Workshop
    on Logistics, Supply Chain and Production Management</i>, edited by Fabian Behrendt,
    Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto
    von Guericke University Library, Magdeburg, Germany, 2026. <a href="https://doi.org/10.25673/123544">https://doi.org/10.25673/123544</a>.'
  ieee: 'L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM
    approach,” in <i>19th International Doctoral Students Workshop on Logistics, Supply
    Chain and Production Management</i>, Magdeburg, 2026.'
  mla: 'Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.”
    <i>19th International Doctoral Students Workshop on Logistics, Supply Chain and
    Production Management</i>, edited by Fabian Behrendt et al., Otto von Guericke
    University Library, Magdeburg, Germany, 2026, doi:<a href="https://doi.org/10.25673/123544">10.25673/123544</a>.'
  short: 'L. Döring, S. Trojahn, P. Reusch, in: F. Behrendt, H. Zadek, J. Janmontree,
    S. Trojahn, S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management, Otto von Guericke University Library,
    Magdeburg, Germany, 2026.'
conference:
  end_date: 2026-06-16
  location: Magdeburg
  name: 19th International Doctoral Students Workshop on Logistics, Supply Chain and
    Production Management
  start_date: 2026-06-15
date_created: 2026-07-16T18:51:32Z
date_updated: 2026-07-20T08:11:01Z
department:
- _id: '103'
doi: 10.25673/123544
editor:
- first_name: Fabian
  full_name: Behrendt, Fabian
  last_name: Behrendt
- first_name: Hartmut
  full_name: Zadek, Hartmut
  last_name: Zadek
- first_name: Jettarat
  full_name: Janmontree, Jettarat
  last_name: Janmontree
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
- first_name: Sebastian
  full_name: Lang, Sebastian
  last_name: Lang
keyword:
- Semantic Data Type Detection
- DigitalTwin
- Manufacturing SMEs
- Zero-shot Learning
- Hybrid AI
- LLM
language:
- iso: eng
main_file_link:
- url: https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 19th International Doctoral Students Workshop on Logistics, Supply Chain
  and Production Management
publication_status: published
publisher: Otto von Guericke University Library, Magdeburg, Germany
quality_controlled: '1'
status: public
title: 'Smart data adapter: A hybrid pattern-LLM approach'
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '7034'
alternative_title:
- Wie flexible Verträge Innovation ermöglichen und welche Risiken sie bergen
article_type: original
author:
- first_name: Jonas
  full_name: Prell, Jonas
  id: '244719'
  last_name: Prell
- first_name: Achim
  full_name: Schmidtmann, Achim
  id: '232783'
  last_name: Schmidtmann
  orcid: 0009-0006-7805-1512
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0006-7805-1512/work/219316813
citation:
  alphadin: '<span style="font-variant:small-caps;">Prell, Jonas</span> ; <span style="font-variant:small-caps;">Schmidtmann,
    Achim</span>: Adaptive Service Level Agreements. In: <i>ERP Management</i> Bd.
    22, GITO Verlag (2026), Nr. 3, S. 28–33'
  ama: Prell J, Schmidtmann A. Adaptive Service Level Agreements. <i>ERP Management</i>.
    2026;22(3):28-33.
  apa: Prell, J., &#38; Schmidtmann, A. (2026). Adaptive Service Level Agreements.
    <i>ERP Management</i>, <i>22</i>(3), 28–33.
  bibtex: '@article{Prell_Schmidtmann_2026, title={Adaptive Service Level Agreements},
    volume={22}, number={3}, journal={ERP Management}, publisher={GITO Verlag}, author={Prell,
    Jonas and Schmidtmann, Achim}, year={2026}, pages={28–33} }'
  chicago: 'Prell, Jonas, and Achim Schmidtmann. “Adaptive Service Level Agreements.”
    <i>ERP Management</i> 22, no. 3 (2026): 28–33.'
  ieee: J. Prell and A. Schmidtmann, “Adaptive Service Level Agreements,” <i>ERP Management</i>,
    vol. 22, no. 3, pp. 28–33, 2026.
  mla: Prell, Jonas, and Achim Schmidtmann. “Adaptive Service Level Agreements.” <i>ERP
    Management</i>, vol. 22, no. 3, GITO Verlag, 2026, pp. 28–33.
  short: J. Prell, A. Schmidtmann, ERP Management 22 (2026) 28–33.
date_created: 2026-07-01T09:50:40Z
date_updated: 2026-07-01T11:45:29Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
intvolume: '        22'
issue: '3'
keyword:
- ERP-Management
- Adaptives SLA
- IT-Governance
- IT-Outsourcing
- Innovationsmanagement
language:
- iso: ger
page: 28-33
publication: ERP Management
publication_identifier:
  issn:
  - 1860-6725
publication_status: published
publisher: GITO Verlag
status: public
title: Adaptive Service Level Agreements
type: journal_article
user_id: '220548'
volume: 22
year: '2026'
...
---
_id: '6827'
abstract:
- lang: eng
  text: "Introduction: Migration is a complicated social phenomenon that has a big
    impact on people's access to and use of health care, especially for vulnerable
    groups like women and children. The study was carried out to determine the factors
    affecting the potential use of health services and their usage by female Turkish
    migrants and their children living in Bielefeld, Germany.\r\nMethods: The study
    adopted a qualitative design, and in-depth individual interview interviews were
    used to collect data. Interviews were conducted with 20 female Turkish migrants
    who have children with food allergies between November-December 2023. The data
    were analyzed using the content analysis method. \r\nResults: The ages of the
    female Turkish migrants participating in the study ranged from 31 to 48. A total
    of 4 themes were determined from the codes: 1) Perceptions on health services,
    2) Perceptions of health care service in Germany compared to the country of origin,
    3) Healthcare utilization and comparative perceptions of health systems, and 4)
    Factors that facilitate access to health services and increase satisfaction and
    suggestions for improvement. \r\nDiscussion: Mothers have both positive and negative
    experiences with the German healthcare system, their perceptions of the German
    healthcare system are influenced by their experiences in their home country, there
    are factors that increase their satisfaction, they encounter individual and systemic
    barriers in healthcare service utilization, and they made some suggestions for
    overcoming these barriers.\r\n"
author:
- first_name: Katja
  full_name: Makowsky, Katja
  id: '208630'
  last_name: Makowsky
- first_name: 'Yağmur '
  full_name: 'Sezer Efe, Yağmur '
  last_name: Sezer Efe
citation:
  alphadin: '<span style="font-variant:small-caps;">Makowsky, Katja</span> ; <span
    style="font-variant:small-caps;">Sezer Efe, Yağmur </span>: <i>UTILIZATION AND
    USE OF HEALTH SERVICES BY FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN
    GERMANY</i>, 2026'
  ama: Makowsky K, Sezer Efe Y. <i>UTILIZATION AND USE OF HEALTH SERVICES BY FEMALE
    TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY</i>.; 2026. doi:<a href="https://doi.org/10.57720/6827">10.57720/6827</a>
  apa: Makowsky, K., &#38; Sezer Efe, Y. (2026). <i>UTILIZATION AND USE OF HEALTH
    SERVICES BY FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY</i>.
    <a href="https://doi.org/10.57720/6827">https://doi.org/10.57720/6827</a>
  bibtex: '@book{Makowsky_Sezer Efe_2026, title={UTILIZATION AND USE OF HEALTH SERVICES
    BY FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY}, DOI={<a href="https://doi.org/10.57720/6827">10.57720/6827</a>},
    author={Makowsky, Katja and Sezer Efe, Yağmur }, year={2026} }'
  chicago: Makowsky, Katja, and Yağmur  Sezer Efe. <i>UTILIZATION AND USE OF HEALTH
    SERVICES BY FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY</i>,
    2026. <a href="https://doi.org/10.57720/6827">https://doi.org/10.57720/6827</a>.
  ieee: K. Makowsky and Y. Sezer Efe, <i>UTILIZATION AND USE OF HEALTH SERVICES BY
    FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY</i>. 2026.
  mla: Makowsky, Katja, and Yağmur Sezer Efe. <i>UTILIZATION AND USE OF HEALTH SERVICES
    BY FEMALE TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY</i>. 2026, doi:<a
    href="https://doi.org/10.57720/6827">10.57720/6827</a>.
  short: K. Makowsky, Y. Sezer Efe, UTILIZATION AND USE OF HEALTH SERVICES BY FEMALE
    TURKISH MIGRANTS AND THEIR CHILDREN LIVING IN GERMANY, 2026.
date_created: 2026-04-15T14:43:46Z
date_updated: 2026-04-20T10:12:25Z
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keyword:
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- factors affecting the potential use of health services
- female Turkish migrants
- their children
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title: UTILIZATION AND USE OF HEALTH SERVICES BY FEMALE TURKISH MIGRANTS AND THEIR
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...
---
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- first_name: Julian
  full_name: Weller, Julian
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citation:
  alphadin: '<span style="font-variant:small-caps;">Niederhaus, Marvin</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Weller,
    Julian</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In:
    <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10'
  ama: Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph
    Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data
    and Cognitive Computing</i>. 2025;9(10). doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>
  apa: Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025).
    Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>
  bibtex: '@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9},
    DOI={<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>}, number={10261},
    journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus,
    Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck,
    Wolfram}, year={2025} }'
  chicago: Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram
    Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>.
  ieee: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big
    Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.
  mla: Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation
    into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>,
    vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>.
  short: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and
    Cognitive Computing 9 (2025).
date_created: 2025-10-17T07:19:59Z
date_updated: 2026-06-01T15:15:50Z
department:
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doi: 10.3390/bdcc9100261
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funded_apc: '1'
has_accepted_license: '1'
intvolume: '         9'
issue: '10'
keyword:
- prescriptive analytics
- prescriptive platforms
- advanced data analytics
- retrieval-augmented generation
- graph-based retrieval-augmented generation
- large language models
- generative AI
- genAI
- recommender system
language:
- iso: eng
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publication: Big Data and Cognitive Computing
publication_identifier:
  eissn:
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publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
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type: journal_article
urn: urn:nbn:de:hbz:bi10-62444
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...
---
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author:
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  full_name: Sangel, Marius
  id: '243822'
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- first_name: Emilia
  full_name: Bensch, Emilia
  last_name: Bensch
- first_name: Hans
  full_name: Brandt-Pook, Hans
  id: '206531'
  last_name: Brandt-Pook
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  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-6668-2684/work/194297832
- first_name: Timo
  full_name: Röllke, Timo
  last_name: Röllke
- first_name: Cedric
  full_name: Markworth, Cedric
  last_name: Markworth
citation:
  alphadin: '<span style="font-variant:small-caps;">Sangel, Marius</span> ; <span
    style="font-variant:small-caps;">Bensch, Emilia</span> ; <span style="font-variant:small-caps;">Brandt-Pook,
    Hans</span> ; <span style="font-variant:small-caps;">Röllke, Timo</span> ; <span
    style="font-variant:small-caps;">Markworth, Cedric</span>: Automatisierte Erkennung
    von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus
    dem Projekt TRACES. In: <span style="font-variant:small-caps;">Gesellschaft für
    Informatik e.V.</span> (Hrsg.): <i>INFORMATIK 2025</i>. Bonn, 2025, S. 1363–1371'
  ama: 'Sangel M, Bensch E, Brandt-Pook H, Röllke T, Markworth C. Automatisierte Erkennung
    von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus
    dem Projekt TRACES. In: Gesellschaft für Informatik e.V., ed. <i>INFORMATIK 2025</i>.
    Bonn; 2025:1363-1371. doi:<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>'
  apa: 'Sangel, M., Bensch, E., Brandt-Pook, H., Röllke, T., &#38; Markworth, C. (2025).
    Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen:
    Ansätze und Ergebnisse aus dem Projekt TRACES. In Gesellschaft für Informatik
    e.V. (Ed.), <i>INFORMATIK 2025</i> (pp. 1363–1371). Bonn. <a href="https://doi.org/10.18420/INF2025_121">https://doi.org/10.18420/INF2025_121</a>'
  bibtex: '@inproceedings{Sangel_Bensch_Brandt-Pook_Röllke_Markworth_2025, place={Bonn},
    title={Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem
    Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES}, DOI={<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>},
    number={366}, booktitle={INFORMATIK 2025}, author={Sangel, Marius and Bensch,
    Emilia and Brandt-Pook, Hans and Röllke, Timo and Markworth, Cedric}, editor={Gesellschaft
    für Informatik e.V.Editor}, year={2025}, pages={1363–1371} }'
  chicago: 'Sangel, Marius, Emilia Bensch, Hans Brandt-Pook, Timo Röllke, and Cedric
    Markworth. “Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem
    Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” In <i>INFORMATIK 2025</i>,
    edited by Gesellschaft für Informatik e.V., 1363–71. Bonn, 2025. <a href="https://doi.org/10.18420/INF2025_121">https://doi.org/10.18420/INF2025_121</a>.'
  ieee: 'M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, and C. Markworth, “Automatisierte
    Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse
    aus dem Projekt TRACES,” in <i>INFORMATIK 2025</i>, Potsdam, 2025, no. 366, pp.
    1363–1371.'
  mla: 'Sangel, Marius, et al. “Automatisierte Erkennung von Störstoffen in Bioabfall
    mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” <i>INFORMATIK
    2025</i>, edited by Gesellschaft für Informatik e.V., no. 366, 2025, pp. 1363–71,
    doi:<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>.'
  short: 'M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, C. Markworth, in: Gesellschaft
    für Informatik e.V. (Ed.), INFORMATIK 2025, Bonn, 2025, pp. 1363–1371.'
conference:
  end_date: 2025-09-19
  location: Potsdam
  name: INFORMATIKFESTIVAL 2025
  start_date: 2025-09-16
corporate_editor:
- Gesellschaft für Informatik e.V.
date_created: 2025-10-15T07:05:27Z
date_updated: 2026-03-17T15:29:27Z
department:
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doi: 10.18420/INF2025_121
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keyword:
- Machine Learning
- Computer Vision
- Instance Segmentation
- CNNs
- YOLACT
- Data Augmentation
- Waste Classification
- Trash Detection
- Biowaste Analysis
language:
- iso: ger
main_file_link:
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page: 1363-1371
place: Bonn
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title: 'Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen:
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---
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author:
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  full_name: Jaster, Bjarne
  id: '252434'
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  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880018
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880020
citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Trust Issues in Active
    Learning and Their Impact on Real-World Applications. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5'
  ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on
    Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>.
    IEEE; 2025:1-5. doi:<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>'
  apa: 'Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and
    Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx
    Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>'
  bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning
    and Their Impact on Real-World Applications}, DOI={<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }'
  chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and
    Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>,
    edited by IEEE, 1–5. IEEE, 2025. <a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>.
  ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact
    on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim,
    Norway, 2025, pp. 1–5.
  mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their
    Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE,
    IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>.
  short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE,
    2025, pp. 1–5.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-05-05T11:39:04Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.1109/CITRExCompanion65208.2025.10981492
keyword:
- Active Learning
- Trustworthiness
- Evaluation-methods
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10981492
page: 1-5
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
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  eisbn:
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publication_status: published
publisher: IEEE
quality_controlled: '1'
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citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Trust Issues in Active
    Learning and Their Impact on Real-World Applications. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5'
  ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on
    Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>.
    IEEE; 2025:1-5. doi:<a href="https://doi.org/10.57720/6045">10.57720/6045</a>'
  apa: 'Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and
    Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx
    Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href="https://doi.org/10.57720/6045">https://doi.org/10.57720/6045</a>'
  bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning
    and Their Impact on Real-World Applications}, DOI={<a href="https://doi.org/10.57720/6045">10.57720/6045</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }'
  chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and
    Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>,
    edited by IEEE, 1–5. IEEE, 2025. <a href="https://doi.org/10.57720/6045">https://doi.org/10.57720/6045</a>.
  ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact
    on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim,
    Norway, 2025, pp. 1–5.
  mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their
    Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE,
    IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.57720/6045">10.57720/6045</a>.
  short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE,
    2025, pp. 1–5.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-07-10T05:52:35Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.57720/6045
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keyword:
- Active Learning
- Trustworthiness
- Evaluation-methods
language:
- iso: eng
oa: '1'
page: 1-5
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
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publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
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title: Trust Issues in Active Learning and Their Impact on Real-World Applications
type: conference
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year: '2025'
...
---
_id: '6049'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
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  orcid: 0000-0002-8362-5369
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- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880865
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.57720/6049">10.57720/6049</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.57720/6049">10.57720/6049</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.57720/6049">10.57720/6049</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-07-10T06:20:36Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.57720/6049
file:
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  content_type: application/pdf
  creator: kwerth
  date_created: 2025-07-10T06:30:41Z
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  file_size: 2379084
  relation: main_file
  success: 1
file_date_updated: 2025-07-10T06:30:41Z
has_accepted_license: '1'
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
oa: '1'
page: 1-9
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx)
publication_identifier:
  eisbn:
  - 979-8-3315-2015-1
publication_status: published
publisher: IEEE
quality_controlled: '1'
related_material:
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      10.1109/CITREx64975.2025.10974940.'
    relation: earlier_version
    url: 10.1109/CITREx64975.2025.10974940
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
  to Explore and Exploit'
type: conference
urn: urn:nbn:de:hbz:bi10-60491
user_id: '263827'
year: '2025'
...
---
_id: '5904'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
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- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Martin
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  id: '226669'
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  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/204125763
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-04-29T13:20:58Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.1109/CITREx64975.2025.10974940
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10974940
page: 1-9
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx)
publication_identifier:
  eisbn:
  - 979-8-3315-2015-1
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
  to Explore and Exploit'
type: conference
user_id: '237837'
year: '2025'
...
---
_id: '4278'
alternative_id:
- '4385'
article_number: '958'
article_type: original
author:
- first_name: Anna Katharina
  full_name: Schnatmann, Anna Katharina
  id: '233154'
  last_name: Schnatmann
- first_name: Tobi
  full_name: Reimers, Tobi
  id: '248126'
  last_name: Reimers
- first_name: Erik
  full_name: Hüdepohl, Erik
  last_name: Hüdepohl
- first_name: Jonah
  full_name: Umlauf, Jonah
  last_name: Umlauf
- first_name: Pia
  full_name: Kleinebekel, Pia
  id: '243203'
  last_name: Kleinebekel
- first_name: Fabian
  full_name: Schoden, Fabian
  id: '210954'
  last_name: Schoden
  orcid: 0000-0002-2481-7141
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2481-7141/work/157637471
- first_name: Eva
  full_name: Schwenzfeier-Hellkamp, Eva
  id: '72528'
  last_name: Schwenzfeier-Hellkamp
  orcid: 0000-0002-3020-1343
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3020-1343/work/157637472
citation:
  alphadin: '<span style="font-variant:small-caps;">Schnatmann, Anna Katharina</span>
    ; <span style="font-variant:small-caps;">Reimers, Tobi</span> ; <span style="font-variant:small-caps;">Hüdepohl,
    Erik</span> ; <span style="font-variant:small-caps;">Umlauf, Jonah</span> ; <span
    style="font-variant:small-caps;">Kleinebekel, Pia</span> ; <span style="font-variant:small-caps;">Schoden,
    Fabian</span> ; <span style="font-variant:small-caps;">Schwenzfeier-Hellkamp,
    Eva</span>: Investigating the Technical Reuse Potential of Crystalline Photovoltaic
    Modules with Regard to a Recycling Alternative. In: <i>Sustainability</i> Bd.
    16, MDPI AG (2024), Nr. 3'
  ama: Schnatmann AK, Reimers T, Hüdepohl E, et al. Investigating the Technical Reuse
    Potential of Crystalline Photovoltaic Modules with Regard to a Recycling Alternative.
    <i>Sustainability</i>. 2024;16(3). doi:<a href="https://doi.org/10.3390/su16030958">10.3390/su16030958</a>
  apa: Schnatmann, A. K., Reimers, T., Hüdepohl, E., Umlauf, J., Kleinebekel, P.,
    Schoden, F., &#38; Schwenzfeier-Hellkamp, E. (2024). Investigating the Technical
    Reuse Potential of Crystalline Photovoltaic Modules with Regard to a Recycling
    Alternative. <i>Sustainability</i>, <i>16</i>(3). <a href="https://doi.org/10.3390/su16030958">https://doi.org/10.3390/su16030958</a>
  bibtex: '@article{Schnatmann_Reimers_Hüdepohl_Umlauf_Kleinebekel_Schoden_Schwenzfeier-Hellkamp_2024,
    title={Investigating the Technical Reuse Potential of Crystalline Photovoltaic
    Modules with Regard to a Recycling Alternative}, volume={16}, DOI={<a href="https://doi.org/10.3390/su16030958">10.3390/su16030958</a>},
    number={3958}, journal={Sustainability}, publisher={MDPI AG}, author={Schnatmann,
    Anna Katharina and Reimers, Tobi and Hüdepohl, Erik and Umlauf, Jonah and Kleinebekel,
    Pia and Schoden, Fabian and Schwenzfeier-Hellkamp, Eva}, year={2024} }'
  chicago: Schnatmann, Anna Katharina, Tobi Reimers, Erik Hüdepohl, Jonah Umlauf,
    Pia Kleinebekel, Fabian Schoden, and Eva Schwenzfeier-Hellkamp. “Investigating
    the Technical Reuse Potential of Crystalline Photovoltaic Modules with Regard
    to a Recycling Alternative.” <i>Sustainability</i> 16, no. 3 (2024). <a href="https://doi.org/10.3390/su16030958">https://doi.org/10.3390/su16030958</a>.
  ieee: A. K. Schnatmann <i>et al.</i>, “Investigating the Technical Reuse Potential
    of Crystalline Photovoltaic Modules with Regard to a Recycling Alternative,” <i>Sustainability</i>,
    vol. 16, no. 3, 2024.
  mla: Schnatmann, Anna Katharina, et al. “Investigating the Technical Reuse Potential
    of Crystalline Photovoltaic Modules with Regard to a Recycling Alternative.” <i>Sustainability</i>,
    vol. 16, no. 3, 958, MDPI AG, 2024, doi:<a href="https://doi.org/10.3390/su16030958">10.3390/su16030958</a>.
  short: A.K. Schnatmann, T. Reimers, E. Hüdepohl, J. Umlauf, P. Kleinebekel, F. Schoden,
    E. Schwenzfeier-Hellkamp, Sustainability 16 (2024).
date_created: 2024-01-25T09:19:48Z
date_updated: 2026-09-07T07:38:16Z
department:
- _id: '103'
doi: 10.3390/su16030958
intvolume: '        16'
issue: '3'
keyword:
- circular economy
- crystalline photovoltaics
- degradation
- quality management
- reuse
- second-life PV
- electroluminescence
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: Sustainability
publication_identifier:
  eissn:
  - 2071-1050
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Investigating the Technical Reuse Potential of Crystalline Photovoltaic Modules
  with Regard to a Recycling Alternative
tmp:
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  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '231260'
volume: 16
year: '2024'
...
---
_id: '4392'
alternative_id:
- '5468'
author:
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/156390666
citation:
  alphadin: '<span style="font-variant:small-caps;">Grumbach, Felix</span>: <i>Feldsynchrone
    Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens
    [kumulative Dissertation]</i>. Bernburg : Universitäts- und Landesbibliothek Sachsen-Anhalt,
    2024'
  ama: 'Grumbach F. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse
    mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg:
    Universitäts- und Landesbibliothek Sachsen-Anhalt; 2024. doi:<a href="https://doi.org/10.25673/115290">10.25673/115290</a>'
  apa: 'Grumbach, F. (2024). <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse
    mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg:
    Universitäts- und Landesbibliothek Sachsen-Anhalt. <a href="https://doi.org/10.25673/115290">https://doi.org/10.25673/115290</a>'
  bibtex: '@book{Grumbach_2024, place={Bernburg}, title={Feldsynchrone Ablaufplanung
    dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative
    Dissertation]}, DOI={<a href="https://doi.org/10.25673/115290">10.25673/115290</a>},
    publisher={Universitäts- und Landesbibliothek Sachsen-Anhalt}, author={Grumbach,
    Felix}, year={2024} }'
  chicago: 'Grumbach, Felix. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse
    mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg:
    Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024. <a href="https://doi.org/10.25673/115290">https://doi.org/10.25673/115290</a>.'
  ieee: 'F. Grumbach, <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse
    mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg:
    Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024.'
  mla: Grumbach, Felix. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse
    mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Universitäts-
    und Landesbibliothek Sachsen-Anhalt, 2024, doi:<a href="https://doi.org/10.25673/115290">10.25673/115290</a>.
  short: F. Grumbach, Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit
    Techniken des maschinellen Lernens [kumulative Dissertation], Universitäts- und
    Landesbibliothek Sachsen-Anhalt, Bernburg, 2024.
date_created: 2024-03-14T11:32:15Z
date_updated: 2026-07-06T12:23:58Z
doi: 10.25673/115290
file:
- access_level: open_access
  content_type: application/pdf
  creator: fgrumbach1
  date_created: 2024-03-14T11:32:13Z
  date_updated: 2024-03-14T11:32:13Z
  file_id: '4393'
  file_name: Diss_FGrumbach_2024_Final.pdf
  file_size: 7859995
  relation: main_file
  success: 1
file_date_updated: 2024-03-14T11:32:13Z
has_accepted_license: '1'
keyword:
- Produktionsplanung und -steuerung
- Operations Research
- Machine Learning
- Reinforcement Learning
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: http://dx.doi.org/10.25673/115290
oa: '1'
place: Bernburg
publication_identifier:
  eisbn:
  - 978-3-96057-174-2
publication_status: published
publisher: Universitäts- und Landesbibliothek Sachsen-Anhalt
status: public
supervisor:
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
title: Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des
  maschinellen Lernens [kumulative Dissertation]
tmp:
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  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: dissertation
urn: urn:nbn:de:hbz:bi10-43927
user_id: '33976'
year: '2024'
...
---
_id: '5022'
alternative_id:
- '5589'
article_number: '2182'
article_type: review
author:
- first_name: Emma
  full_name: Davies, Emma
  id: '242945'
  last_name: Davies
- first_name: Eva
  full_name: Schwenzfeier-Hellkamp, Eva
  id: '72528'
  last_name: Schwenzfeier-Hellkamp
  orcid: 0000-0002-3020-1343
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3020-1343/work/169244834
- first_name: Andrea
  full_name: Ehrmann, Andrea
  id: '223776'
  last_name: Ehrmann
  orcid: 0000-0003-0695-3905
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-0695-3905/work/169244832
citation:
  alphadin: '<span style="font-variant:small-caps;">Davies, Emma</span> ; <span style="font-variant:small-caps;">Schwenzfeier-Hellkamp,
    Eva</span> ; <span style="font-variant:small-caps;">Ehrmann, Andrea</span>: Safety
    of Hydrogen Storage Technologies. In: <i>Processes</i> Bd. 12, MDPI AG (2024),
    Nr. 10'
  ama: Davies E, Schwenzfeier-Hellkamp E, Ehrmann A. Safety of Hydrogen Storage Technologies.
    <i>Processes</i>. 2024;12(10). doi:<a href="https://doi.org/10.3390/pr12102182">10.3390/pr12102182</a>
  apa: Davies, E., Schwenzfeier-Hellkamp, E., &#38; Ehrmann, A. (2024). Safety of
    Hydrogen Storage Technologies. <i>Processes</i>, <i>12</i>(10). <a href="https://doi.org/10.3390/pr12102182">https://doi.org/10.3390/pr12102182</a>
  bibtex: '@article{Davies_Schwenzfeier-Hellkamp_Ehrmann_2024, title={Safety of Hydrogen
    Storage Technologies}, volume={12}, DOI={<a href="https://doi.org/10.3390/pr12102182">10.3390/pr12102182</a>},
    number={102182}, journal={Processes}, publisher={MDPI AG}, author={Davies, Emma
    and Schwenzfeier-Hellkamp, Eva and Ehrmann, Andrea}, year={2024} }'
  chicago: Davies, Emma, Eva Schwenzfeier-Hellkamp, and Andrea Ehrmann. “Safety of
    Hydrogen Storage Technologies.” <i>Processes</i> 12, no. 10 (2024). <a href="https://doi.org/10.3390/pr12102182">https://doi.org/10.3390/pr12102182</a>.
  ieee: E. Davies, E. Schwenzfeier-Hellkamp, and A. Ehrmann, “Safety of Hydrogen Storage
    Technologies,” <i>Processes</i>, vol. 12, no. 10, 2024.
  mla: Davies, Emma, et al. “Safety of Hydrogen Storage Technologies.” <i>Processes</i>,
    vol. 12, no. 10, 2182, MDPI AG, 2024, doi:<a href="https://doi.org/10.3390/pr12102182">10.3390/pr12102182</a>.
  short: E. Davies, E. Schwenzfeier-Hellkamp, A. Ehrmann, Processes 12 (2024).
date_created: 2024-10-09T21:08:39Z
date_updated: 2026-03-17T15:29:12Z
department:
- _id: '103'
doi: 10.3390/pr12102182
file:
- access_level: open_access
  content_type: application/pdf
  creator: aehrmann
  date_created: 2024-10-09T21:07:35Z
  date_updated: 2024-10-09T21:07:35Z
  file_id: '5023'
  file_name: _2024_Davies_Processes12_2182.pdf
  file_size: 13213834
  relation: main_file
  success: 1
file_date_updated: 2024-10-09T21:07:35Z
has_accepted_license: '1'
intvolume: '        12'
issue: '10'
keyword:
- hydrogen storage system
- hydrogen transport
- hydrogen use
- leakage
- explosion
- pressure
language:
- iso: eng
oa: '1'
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: Processes
publication_identifier:
  eissn:
  - 2227-9717
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Safety of Hydrogen Storage Technologies
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
urn: urn:nbn:de:hbz:bi10-50221
user_id: '220548'
volume: 12
year: '2024'
...
---
_id: '4998'
author:
- first_name: Gerhard
  full_name: Köhler, Gerhard
  last_name: Köhler
- first_name: Werner
  full_name: Roth, Werner
  last_name: Roth
- first_name: Achim
  full_name: Schmidtmann, Achim
  id: '232783'
  last_name: Schmidtmann
  orcid: 0009-0006-7805-1512
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0006-7805-1512/work/169829363
citation:
  alphadin: '<span style="font-variant:small-caps;">Köhler, Gerhard</span> ; <span
    style="font-variant:small-caps;">Roth, Werner</span> ; <span style="font-variant:small-caps;">Schmidtmann,
    Achim</span>: <i>Adaptive IT-Service-Ausschreibung. Der Weg zu agilem und effektiverem
    IT-(Out)Sourcing</i>. 1. Aufl. Wiesbaden : Springer Fachmedien Wiesbaden, 2024'
  ama: 'Köhler G, Roth W, Schmidtmann A. <i>Adaptive IT-Service-Ausschreibung. Der
    Weg zu agilem und effektiverem IT-(Out)Sourcing</i>. 1st ed. Wiesbaden: Springer
    Fachmedien Wiesbaden; 2024. doi:<a href="https://doi.org/10.1007/978-3-658-45536-1">10.1007/978-3-658-45536-1</a>'
  apa: 'Köhler, G., Roth, W., &#38; Schmidtmann, A. (2024). <i>Adaptive IT-Service-Ausschreibung.
    Der Weg zu agilem und effektiverem IT-(Out)Sourcing</i> (1st ed.). Wiesbaden:
    Springer Fachmedien Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-45536-1">https://doi.org/10.1007/978-3-658-45536-1</a>'
  bibtex: '@book{Köhler_Roth_Schmidtmann_2024, place={Wiesbaden}, edition={1}, title={Adaptive
    IT-Service-Ausschreibung. Der Weg zu agilem und effektiverem IT-(Out)Sourcing},
    DOI={<a href="https://doi.org/10.1007/978-3-658-45536-1">10.1007/978-3-658-45536-1</a>},
    publisher={Springer Fachmedien Wiesbaden}, author={Köhler, Gerhard and Roth, Werner
    and Schmidtmann, Achim}, year={2024} }'
  chicago: 'Köhler, Gerhard, Werner Roth, and Achim Schmidtmann. <i>Adaptive IT-Service-Ausschreibung.
    Der Weg zu agilem und effektiverem IT-(Out)Sourcing</i>. 1st ed. Wiesbaden: Springer
    Fachmedien Wiesbaden, 2024. <a href="https://doi.org/10.1007/978-3-658-45536-1">https://doi.org/10.1007/978-3-658-45536-1</a>.'
  ieee: 'G. Köhler, W. Roth, and A. Schmidtmann, <i>Adaptive IT-Service-Ausschreibung.
    Der Weg zu agilem und effektiverem IT-(Out)Sourcing</i>, 1st ed. Wiesbaden: Springer
    Fachmedien Wiesbaden, 2024.'
  mla: Köhler, Gerhard, et al. <i>Adaptive IT-Service-Ausschreibung. Der Weg zu agilem
    und effektiverem IT-(Out)Sourcing</i>. 1st ed., Springer Fachmedien Wiesbaden,
    2024, doi:<a href="https://doi.org/10.1007/978-3-658-45536-1">10.1007/978-3-658-45536-1</a>.
  short: G. Köhler, W. Roth, A. Schmidtmann, Adaptive IT-Service-Ausschreibung. Der
    Weg zu agilem und effektiverem IT-(Out)Sourcing, 1st ed., Springer Fachmedien
    Wiesbaden, Wiesbaden, 2024.
date_created: 2024-10-08T07:50:50Z
date_updated: 2026-03-17T15:29:11Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1007/978-3-658-45536-1
edition: '1'
keyword:
- IT-Outsourcing
- IT
- IT-Service
- Ausschreibung
- Agilität
- IT-Dienstleistung
- IT-Service-Management
- Agile
- Ausschreibungsprozess
language:
- iso: ger
page: '259'
place: Wiesbaden
publication_identifier:
  eisbn:
  - 978-3-658-45536-1
  isbn:
  - 978-3-658-45535-4
publication_status: published
publisher: Springer Fachmedien Wiesbaden
related_material:
  link:
  - relation: confirmation
    url: https://link.springer.com/book/10.1007/978-3-658-45536-1
status: public
title: Adaptive IT-Service-Ausschreibung. Der Weg zu agilem und effektiverem IT-(Out)Sourcing
type: book
user_id: '220548'
year: '2024'
...
---
_id: '4881'
article_type: original
author:
- first_name: Frauke
  full_name: Wiegraebe, Frauke
  last_name: Wiegraebe
- first_name: Marleen
  full_name: Schönbeck, Marleen
  last_name: Schönbeck
- first_name: Paul
  full_name: Wunderlich, Paul
  last_name: Wunderlich
- first_name: Annette
  full_name: Nauerth, Annette
  id: '33965'
  last_name: Nauerth
  orcid: 0009-0006-8407-3136
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0006-8407-3136/work/165894265
- first_name: Helene
  full_name: Dörksen, Helene
  last_name: Dörksen
citation:
  alphadin: '<span style="font-variant:small-caps;">Wiegraebe, Frauke</span> ; <span
    style="font-variant:small-caps;">Schönbeck, Marleen</span> ; <span style="font-variant:small-caps;">Wunderlich,
    Paul</span> ; <span style="font-variant:small-caps;">Nauerth, Annette</span> ;
    <span style="font-variant:small-caps;">Dörksen, Helene</span>: KI-basiertes Unterstützungstool
    für pflegende Erwerbstätige. In: <i>Pflege und Gesellschaft</i> Bd. 3, BeltzJuventa
    (2024), S. 271–285'
  ama: Wiegraebe F, Schönbeck M, Wunderlich P, Nauerth A, Dörksen H. KI-basiertes
    Unterstützungstool für pflegende Erwerbstätige. <i>Pflege und Gesellschaft</i>.
    2024;3:271-285. doi:<a href="https://doi.org/10.3262/P&#38;G2403271">10.3262/P&#38;G2403271</a>
  apa: Wiegraebe, F., Schönbeck, M., Wunderlich, P., Nauerth, A., &#38; Dörksen, H.
    (2024). KI-basiertes Unterstützungstool für pflegende Erwerbstätige. <i>Pflege
    und Gesellschaft</i>, <i>3</i>, 271–285. <a href="https://doi.org/10.3262/P&#38;G2403271">https://doi.org/10.3262/P&#38;G2403271</a>
  bibtex: '@article{Wiegraebe_Schönbeck_Wunderlich_Nauerth_Dörksen_2024, title={KI-basiertes
    Unterstützungstool für pflegende Erwerbstätige}, volume={3}, DOI={<a href="https://doi.org/10.3262/P&#38;G2403271">10.3262/P&#38;G2403271</a>},
    journal={Pflege und Gesellschaft}, publisher={BeltzJuventa}, author={Wiegraebe,
    Frauke and Schönbeck, Marleen and Wunderlich, Paul and Nauerth, Annette and Dörksen,
    Helene}, year={2024}, pages={271–285} }'
  chicago: 'Wiegraebe, Frauke, Marleen Schönbeck, Paul Wunderlich, Annette Nauerth,
    and Helene Dörksen. “KI-basiertes Unterstützungstool für pflegende Erwerbstätige.”
    <i>Pflege und Gesellschaft</i> 3 (2024): 271–85. <a href="https://doi.org/10.3262/P&#38;G2403271">https://doi.org/10.3262/P&#38;G2403271</a>.'
  ieee: F. Wiegraebe, M. Schönbeck, P. Wunderlich, A. Nauerth, and H. Dörksen, “KI-basiertes
    Unterstützungstool für pflegende Erwerbstätige,” <i>Pflege und Gesellschaft</i>,
    vol. 3, pp. 271–285, 2024.
  mla: Wiegraebe, Frauke, et al. “KI-basiertes Unterstützungstool für pflegende Erwerbstätige.”
    <i>Pflege und Gesellschaft</i>, vol. 3, BeltzJuventa, 2024, pp. 271–85, doi:<a
    href="https://doi.org/10.3262/P&#38;G2403271">10.3262/P&#38;G2403271</a>.
  short: F. Wiegraebe, M. Schönbeck, P. Wunderlich, A. Nauerth, H. Dörksen, Pflege
    und Gesellschaft 3 (2024) 271–285.
date_created: 2024-08-20T16:06:49Z
date_updated: 2026-03-17T15:29:08Z
department:
- _id: 4b342258-bee3-11eb-b75f-c9bf9d645214
doi: 10.3262/P&G2403271
intvolume: '         3'
keyword:
- Digital care support tool
- caring workforce
- interdisciplinarity
- AI application
- machine learning
- user orientation
language:
- iso: ger
page: 271-285
publication: Pflege und Gesellschaft
publication_identifier:
  issn:
  - 1430-9653
publication_status: published
publisher: BeltzJuventa
quality_controlled: '1'
research_group:
- _id: f025f82c-c221-11ec-90a2-d82e18d06cb8
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
status: public
title: KI-basiertes Unterstützungstool für pflegende Erwerbstätige
type: journal_article
user_id: '220548'
volume: 3
year: '2024'
...
---
_id: '4394'
author:
- first_name: Anna
  full_name: Müller, Anna
  last_name: Müller
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/217047868
citation:
  alphadin: '<span style="font-variant:small-caps;">Müller, Anna</span> ; <span style="font-variant:small-caps;">Grumbach,
    Felix</span>: Predicting processing times in high mix low volume job shops. In:
    <span style="font-variant:small-caps;">Glistau, E.</span> ; <span style="font-variant:small-caps;">Trojahn,
    S.</span> (Hrsg.): <i>16th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i> : Otto von Guericke University Library,
    Magdeburg, Germany, 2023'
  ama: 'Müller A, Grumbach F. Predicting processing times in high mix low volume job
    shops. In: Glistau E, Trojahn S, eds. <i>16th International Doctoral Students
    Workshop on Logistics, Supply Chain and Production Management</i>. Otto von Guericke
    University Library, Magdeburg, Germany; 2023. doi:<a href="https://doi.org/10.25673/103491">10.25673/103491</a>'
  apa: 'Müller, A., &#38; Grumbach, F. (2023). Predicting processing times in high
    mix low volume job shops. In E. Glistau &#38; S. Trojahn (Eds.), <i>16th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>.
    Magdeburg: Otto von Guericke University Library, Magdeburg, Germany. <a href="https://doi.org/10.25673/103491">https://doi.org/10.25673/103491</a>'
  bibtex: '@inproceedings{Müller_Grumbach_2023, title={Predicting processing times
    in high mix low volume job shops}, DOI={<a href="https://doi.org/10.25673/103491">10.25673/103491</a>},
    booktitle={16th International Doctoral Students Workshop on Logistics, Supply
    Chain and Production Management}, publisher={Otto von Guericke University Library,
    Magdeburg, Germany}, author={Müller, Anna and Grumbach, Felix}, editor={Glistau,
    Elke and Trojahn, SebastianEditors}, year={2023} }'
  chicago: Müller, Anna, and Felix Grumbach. “Predicting Processing Times in High
    Mix Low Volume Job Shops.” In <i>16th International Doctoral Students Workshop
    on Logistics, Supply Chain and Production Management</i>, edited by Elke Glistau
    and Sebastian Trojahn. Otto von Guericke University Library, Magdeburg, Germany,
    2023. <a href="https://doi.org/10.25673/103491">https://doi.org/10.25673/103491</a>.
  ieee: A. Müller and F. Grumbach, “Predicting processing times in high mix low volume
    job shops,” in <i>16th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i>, Magdeburg, 2023.
  mla: Müller, Anna, and Felix Grumbach. “Predicting Processing Times in High Mix
    Low Volume Job Shops.” <i>16th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i>, edited by Elke Glistau and Sebastian
    Trojahn, Otto von Guericke University Library, Magdeburg, Germany, 2023, doi:<a
    href="https://doi.org/10.25673/103491">10.25673/103491</a>.
  short: 'A. Müller, F. Grumbach, in: E. Glistau, S. Trojahn (Eds.), 16th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management,
    Otto von Guericke University Library, Magdeburg, Germany, 2023.'
conference:
  end_date: 20.06.2023
  location: Magdeburg
  name: 16th International Doctoral Students Workshops on Logistics, Supply Chain
    and Production Management
  start_date: 20.06.2023
date_created: 2024-03-14T11:37:12Z
date_updated: 2026-10-05T12:08:23Z
doi: 10.25673/103491
editor:
- first_name: Elke
  full_name: Glistau, Elke
  last_name: Glistau
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
keyword:
- Machine Learning
- Production scheduling
- time prediction
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://opendata.uni-halle.de//handle/1981185920/105445
oa: '1'
publication: 16th International Doctoral Students Workshop on Logistics, Supply Chain
  and Production Management
publisher: Otto von Guericke University Library, Magdeburg, Germany
quality_controlled: '1'
status: public
title: Predicting processing times in high mix low volume job shops
type: conference
user_id: '245729'
year: '2023'
...
---
_id: '2830'
article_number: e38474
article_type: original
author:
- first_name: Isabel
  full_name: Klemme, Isabel
  last_name: Klemme
- first_name: Kamil Joseph
  full_name: Wrona, Kamil Joseph
  id: '249234'
  last_name: Wrona
  orcid: 0000-0002-6834-4075
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-6834-4075/work/222795033
- first_name: Irja Marije
  full_name: de Jong, Irja Marije
  last_name: de Jong
- first_name: Christoph
  full_name: Dockweiler, Christoph
  last_name: Dockweiler
- first_name: Leona
  full_name: Aschentrup, Leona
  last_name: Aschentrup
- first_name: Joanna
  full_name: Albrecht, Joanna
  last_name: Albrecht
citation:
  alphadin: '<span style="font-variant:small-caps;">Klemme, Isabel</span> ; <span
    style="font-variant:small-caps;">Wrona, Kamil Joseph</span> ; <span style="font-variant:small-caps;">de
    Jong, Irja Marije</span> ; <span style="font-variant:small-caps;">Dockweiler,
    Christoph</span> ; <span style="font-variant:small-caps;">Aschentrup, Leona</span>
    ; <span style="font-variant:small-caps;">Albrecht, Joanna</span>: Integration
    of the Vision of People With Diabetes Into the Development Process to Improve
    Self-management via Diabetes Apps: Qualitative Interview Study. In: <i>JMIR Diabetes</i>
    Bd. 8, JMIR Publications Inc. (2023)'
  ama: 'Klemme I, Wrona KJ, de Jong IM, Dockweiler C, Aschentrup L, Albrecht J. Integration
    of the Vision of People With Diabetes Into the Development Process to Improve
    Self-management via Diabetes Apps: Qualitative Interview Study. <i>JMIR Diabetes</i>.
    2023;8. doi:<a href="https://doi.org/10.2196/38474">10.2196/38474</a>'
  apa: 'Klemme, I., Wrona, K. J., de Jong, I. M., Dockweiler, C., Aschentrup, L.,
    &#38; Albrecht, J. (2023). Integration of the Vision of People With Diabetes Into
    the Development Process to Improve Self-management via Diabetes Apps: Qualitative
    Interview Study. <i>JMIR Diabetes</i>, <i>8</i>. <a href="https://doi.org/10.2196/38474">https://doi.org/10.2196/38474</a>'
  bibtex: '@article{Klemme_Wrona_de Jong_Dockweiler_Aschentrup_Albrecht_2023, title={Integration
    of the Vision of People With Diabetes Into the Development Process to Improve
    Self-management via Diabetes Apps: Qualitative Interview Study}, volume={8}, DOI={<a
    href="https://doi.org/10.2196/38474">10.2196/38474</a>}, number={e38474}, journal={JMIR
    Diabetes}, publisher={JMIR Publications Inc.}, author={Klemme, Isabel and Wrona,
    Kamil Joseph and de Jong, Irja Marije and Dockweiler, Christoph and Aschentrup,
    Leona and Albrecht, Joanna}, year={2023} }'
  chicago: 'Klemme, Isabel, Kamil Joseph Wrona, Irja Marije de Jong, Christoph Dockweiler,
    Leona Aschentrup, and Joanna Albrecht. “Integration of the Vision of People With
    Diabetes Into the Development Process to Improve Self-Management via Diabetes
    Apps: Qualitative Interview Study.” <i>JMIR Diabetes</i> 8 (2023). <a href="https://doi.org/10.2196/38474">https://doi.org/10.2196/38474</a>.'
  ieee: 'I. Klemme, K. J. Wrona, I. M. de Jong, C. Dockweiler, L. Aschentrup, and
    J. Albrecht, “Integration of the Vision of People With Diabetes Into the Development
    Process to Improve Self-management via Diabetes Apps: Qualitative Interview Study,”
    <i>JMIR Diabetes</i>, vol. 8, 2023.'
  mla: 'Klemme, Isabel, et al. “Integration of the Vision of People With Diabetes
    Into the Development Process to Improve Self-Management via Diabetes Apps: Qualitative
    Interview Study.” <i>JMIR Diabetes</i>, vol. 8, e38474, JMIR Publications Inc.,
    2023, doi:<a href="https://doi.org/10.2196/38474">10.2196/38474</a>.'
  short: I. Klemme, K.J. Wrona, I.M. de Jong, C. Dockweiler, L. Aschentrup, J. Albrecht,
    JMIR Diabetes 8 (2023).
date_created: 2023-04-27T20:04:39Z
date_updated: 2026-08-05T09:05:26Z
department:
- _id: '103'
- _id: 4b342258-bee3-11eb-b75f-c9bf9d645214
doi: 10.2196/38474
funded_apc: '1'
intvolume: '         8'
keyword:
- people with type 1 diabetes
- self-management
- diabetes apps
- vision assessment
- anticipated stigma
- qualitative research
- Digitale Gesundheitsanwendungen
- DiGA
- mobile phone
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://diabetes.jmir.org/2023/1/e38474
oa: '1'
project:
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  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
- _id: edf53067-b368-11ed-bde2-9f34a4102af5
  name: TransCareTech - Transformation in Care & Technology
publication: JMIR Diabetes
publication_identifier:
  eissn:
  - 2371-4379
publication_status: published
publisher: JMIR Publications Inc.
quality_controlled: '1'
related_material:
  link:
  - description: Preprint
    relation: earlier_version
    url: https://preprints.jmir.org/preprint/38474
status: public
title: 'Integration of the Vision of People With Diabetes Into the Development Process
  to Improve Self-management via Diabetes Apps: Qualitative Interview Study'
type: journal_article
user_id: '256529'
volume: 8
year: '2023'
...
---
_id: '3729'
author:
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/220852306
citation:
  alphadin: '<span style="font-variant:small-caps;">Kösters, Justus</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span>: <i>Benchmarking of Machine Learning Models for Tabular Scarce Data</i>'
  ama: Kösters J, Schöne M, Kohlhase M. <i>Benchmarking of Machine Learning Models
    for Tabular Scarce Data</i>.
  apa: Kösters, J., Schöne, M., &#38; Kohlhase, M. (n.d.). <i>Benchmarking of Machine
    Learning Models for Tabular Scarce Data</i>.
  bibtex: '@book{Kösters_Schöne_Kohlhase, title={Benchmarking of Machine Learning
    Models for Tabular Scarce Data}, author={Kösters, Justus and Schöne, Marvin and
    Kohlhase, Martin} }'
  chicago: Kösters, Justus, Marvin Schöne, and Martin Kohlhase. <i>Benchmarking of
    Machine Learning Models for Tabular Scarce Data</i>, n.d.
  ieee: J. Kösters, M. Schöne, and M. Kohlhase, <i>Benchmarking of Machine Learning
    Models for Tabular Scarce Data</i>. .
  mla: Kösters, Justus, et al. <i>Benchmarking of Machine Learning Models for Tabular
    Scarce Data</i>.
  short: J. Kösters, M. Schöne, M. Kohlhase, Benchmarking of Machine Learning Models
    for Tabular Scarce Data, n.d.
date_created: 2023-11-16T13:43:06Z
date_updated: 2026-07-16T08:17:46Z
department:
- _id: '103'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mschoene
  date_created: 2023-11-16T13:42:34Z
  date_updated: 2023-11-16T13:42:34Z
  file_id: '3730'
  file_name: BenchmarkingMlModelsScarceData_Koesters.pdf
  file_size: 329931
  relation: main_file
  success: 1
file_date_updated: 2023-11-16T13:42:34Z
has_accepted_license: '1'
keyword:
- tabular scarce data
- industrial design
- supervised machine learning models
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication_status: submitted
status: public
title: Benchmarking of Machine Learning Models for Tabular Scarce Data
type: working_paper
urn: urn:nbn:de:hbz:bi10-37292
user_id: '231260'
year: '2023'
...
