ausgewählte Veröffentlichungen

• Journalartikel

  • The coming of age of interpretable and explainable machine learning models.  Neurocomputing. 25-39. 2023
  • The Coming of Age of Interpretable and Explainable Machine Learning Models.  ESANN 2021 - proceedings. 2021
  • The Resolved Mutual Information Function as a Structural Fingerprint of Biomolecular Sequences for Interpretable Machine Learning Classifiers.  Entropy. 1357. 2021

• Konferenzpaper

  • Biologically-Informed Shallow Classification Learning Integrating Pathway Knowledge.  Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies - BIOINFORMATICS. 357-367. 2024
  • A Learning Vector Quantization Architecture for Transfer Learning Based Classification in Case of Multiple Sources by Means of Null-Space Evaluation.  Lecture Notes in Computer Science. 354-364. 2022

• Sammelbandbeitrag

  • Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms.  Advances in Neural Information Processing Systems 33 (NeurIPS 2020). 2020
  • Classification-by-Components: Probabilistic Modeling of Reasoning over a Set of Components.  NeurIPS. 2788-2799. 2019