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Multi-annotator Deep Learning: A Probabilistic Framework for Classification

M. Herde, D. Huseljic, and B. Sick. Transactions on Machine Learning Research, (2023)

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Peter Herde

Jutta Herde

Andreas Herde

Katja Herde

Anna Herde

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Collaborative Interactive Learning -- A clarification of terms and a differentiation from other research fieldsT. Hanika, M. Herde, J. Kuhn, J. Leimeister, P. Lukowicz, S. Oeste-Reiß, A. Schmidt, B. Sick, G. Stumme, S. Tomforde and 1 other author(s). arXiv e-prints, (2019)Fast Bayesian Updates for Deep Learning with a Use Case in Active Learning.M. Herde, Z. Huang, D. Huseljic, D. Kottke, S. Vogt, and B. Sick. CoRR, (2022)Toward Optimal Probabilistic Active Learning Using a Bayesian ApproachD. Kottke, M. Herde, C. Sandrock, D. Huseljic, G. Krempl, and B. Sick. arXiv e-prints, (2020)A Concept for Highly Automated Pre-Labeling via Cross-Domain Label Transfer for Perception in Autonomous DrivingM. Bieshaar, M. Herde, D. Huselijc, and B. Sick. Workshop on Interactive Adaptive Learning (IAL), ECML PKDD, (2021)(accepted).Exploring the Potential of Optimal Active Learning via a Non-myopic Oracle Policy.C. Sandrock, M. Herde, D. Kottke, and B. Sick. DS, volume 14276 of Lecture Notes in Computer Science, page 265-276. Springer, (2023)scikit-activeml: A Library and Toolbox for Active Learning AlgorithmsD. Kottke, M. Herde, T. Minh, A. Benz, P. Mergard, A. Roghman, C. Sandrock, and B. Sick. Preprints, (2021)A Concept for Automated Polarized Web Content Annotation based on Multimodal Active Learning.M. Herde, D. Huseljic, J. Mitrovic, M. Granitzer, and B. Sick. IAL@PKDD/ECML, volume 3259 of CEUR Workshop Proceedings, page 1-6. CEUR-WS.org, (2022)Separation of Aleatoric and Epistemic Uncertainty in Deterministic Deep Neural Networks.D. Huseljic, B. Sick, M. Herde, and D. Kottke. ICPR, page 9172-9179. IEEE, (2020)Active Learning with Fast Model Updates and Class-Balanced Selection for Imbalanced Datasets.Z. Huang, Y. He, M. Herde, D. Huseljic, and B. Sick. IAL@PKDD/ECML, volume 3470 of CEUR Workshop Proceedings, page 25-45. CEUR-WS.org, (2023)Role of Hyperparameters in Deep Active Learning.D. Huseljic, M. Herde, P. Hahn, and B. Sick. IAL@PKDD/ECML, volume 3470 of CEUR Workshop Proceedings, page 19-24. CEUR-WS.org, (2023)

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Disambiguation of "Herde, Marek"

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Multi-annotator Deep Learning: A Probabilistic Framework for Classification

Please choose a person to relate this publication to

Peter Herde

Jutta Herde

Andreas Herde

Katja Herde

Anna Herde

Other publications of authors with the same name

Disambiguation

BibSonomy

Disambiguation of "Herde, Marek"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Multi-annotator Deep Learning: A Probabilistic Framework for Classification

Please choose a person to relate this publication to

Peter Herde

Jutta Herde

Andreas Herde

Katja Herde

Anna Herde

Other publications of authors with the same name

Disambiguation

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URL
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Chicago
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Multi-annotator Deep Learning: A Probabilistic Framework for Classification