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Adrian Calma
Adrian Calma
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The future of human-AI collaboration: a taxonomy of design knowledge for hybrid intelligence systems
D Dellermann, A Calma, N Lipusch, T Weber, S Weigel, P Ebel
arXiv preprint arXiv:2105.03354, 2021
3042021
Transductive active learning–a new semi-supervised learning approach based on iteratively refined generative models to capture structure in data
T Reitmaier, A Calma, B Sick
Information Sciences 293, 275-298, 2015
582015
From active learning to dedicated collaborative interactive learning
A Calma, JM Leimeister, P Lukowicz, S Oeste-Reiß, T Reitmaier, ...
ARCS 2016; 29th International Conference on Architecture of Computing …, 2016
482016
Semi-supervised active learning for support vector machines: A novel approach that exploits structure information in data
A Calma, T Reitmaier, B Sick
Information Sciences 456, 13-33, 2018
472018
Challenges of reliable, realistic and comparable active learning evaluation
D Kottke, A Calma, D Huseljic, GM Krempl, B Sick
Proceedings of the Workshop and Tutorial on Interactive Adaptive Learning, 2-14, 2017
422017
Learning to learn: Dynamic runtime exploitation of various knowledge sources and machine learning paradigms
A Calma, D Kottke, B Sick, S Tomforde
2017 IEEE 2nd International Workshops on Foundations and Applications of …, 2017
292017
A survey on cost types, interaction schemes, and annotator performance models in selection algorithms for active learning in classification
M Herde, D Huseljic, B Sick, A Calma
IEEE Access 9, 166970-166989, 2021
282021
Lifelong Learning and Collaboration of Smart Technical Systems in Open-Ended Environments--Opportunistic Collaborative Interactive Learning
G Bahle, A Calma, JM Leimeister, P Lukowicz, S Oeste-Reiß, T Reitmaier, ...
2016 IEEE International Conference on Autonomic Computing (ICAC), 315-324, 2016
242016
Simulation of Annotators for Active Learning: Uncertain Oracles.
A Calma, B Sick
IAL@ PKDD/ECML, 49-58, 2017
132017
Active sorting–an efficient training of a sorting robot with active learning techniques
M Herde, D Kottke, A Calma, M Bieshaar, S Deist, B Sick
2018 international joint conference on neural networks (IJCNN), 1-8, 2018
92018
Active learning with realistic data-a case study
A Calma, M Stolz, D Kottke, S Tomforde, B Sick
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
82018
The future of human-ai collaboration: a taxonomy of design knowledge for hybrid intelligence systems.(2019)
D Dellermann, A Calma, N Lipusch, T Weber, S Weigel, P Ebel
Hawaii International Conference on System Sciences (HICSS).-Maui, Hawaii, USA, 2019
72019
Resp-kNN: A semi-supervised classifier for sparsely labeled data in the field of organic computing
T Reitmaier, A Calma
Organic Computing: Doctoral Dissertation Colloquium, 85-99, 2014
62014
The future of human-AI collaboration: A taxonomy of design knowledge for hybrid intelligence systems. arXiv 2021
D Dellermann, A Calma, N Lipusch, T Weber, S Weigel, P Ebel
arXiv preprint arXiv:2105.03354, 0
6
Combining self-reported confidences from uncertain annotators to improve label quality
C Sandrock, M Herde, A Calma, D Kottke, B Sick
2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019
52019
Leveraging the potentials of dedicated collaborative interactive learning: Conceptual foundations to overcome uncertainty by human-machine collaboration
A Calma, S Oeste-Reiß, B Sick, JM Leimeister
Available at SSRN 3116094, 2018
42018
A new vision of collaborative active learning
A Calma, T Reitmaier, B Sick, P Lukowicz, M Embrechts
arXiv preprint arXiv:1504.00284, 2015
42015
The other human in the loop–A pilot study to find selection strategies for active learning
D Kottke, A Calma, D Huseljic, C Sandrock, G Kachergis, B Sick
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
32018
Making AI ready for the wild: the hybrid intelligence unicorn hunter
D Dellermann, A Calma
Available at SSRN 3245383, 2018
32018
Automated active learning with a robot
K Scharei, M Herde, M Bieshaar, A Calma, D Kottke, B Sick
Arch. Data Science, Ser. A 5 (1), 16, 2018
32018
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