Katrin Sophie Bohnsack

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 9

Top Topics

Mutual Information

Structured Data

Learning Vector Quantization

Top Venues

IEEE ACM Trans. Comput. Biol. Bioinform.

Publications

Julius Voigt, Sascha Saralajew, Marika Kaden, Katrin Sophie Bohnsack, Lynn V. Reuss, Thomas Villmann
Biologically-Informed Shallow Classification Learning Integrating Pathway Knowledge. BIOSTEC (1) (2024)
Katrin Sophie Bohnsack, Julius Voigt, Marika Kaden, Florian Heinke, Thomas Villmann
Multi-proximity based embedding scheme for learning vector quantization-based classification of biochemical structured data. Neurocomputing 554 (2023)
Maximilian Münch, Katrin Sophie Bohnsack, Alexander Engelsberger, Frank-Michael Schleif, Thomas Villmann
Sparse Nyström Approximation for Non-Vectorial Data Using Class-informed Landmark Selection. ESANN (2023)
Katrin Sophie Bohnsack, Marika Kaden, Julia Abel, Thomas Villmann
Alignment-Free Sequence Comparison: A Systematic Survey From a Machine Learning Perspective. IEEE ACM Trans. Comput. Biol. Bioinform. 20 (1) (2023)
Katrin Sophie Bohnsack, Alexander Engelsberger, Marika Kaden, Thomas Villmann
Efficient Representation of Biochemical Structures for Supervised and Unsupervised Machine Learning Models Using Multi-Sensoric Embeddings. BIOINFORMATICS (2023)
Katrin Sophie Bohnsack, Marika Kaden, Julius Voigt, Thomas Villmann
Efficient classification learning of biochemical structured data by means of relevance weighting for sensoric response features. ESANN (2022)
Marika Kaden, Katrin Sophie Bohnsack, Mirko Weber, Mateusz Kudla, Kaja Gutowska, Jacek Blazewicz, Thomas Villmann
Learning vector quantization as an interpretable classifier for the detection of SARS-CoV-2 types based on their RNA sequences. Neural Comput. Appl. 34 (1) (2022)
Mateusz Kudla, Kaja Gutowska, Jaroslaw Synak, Mirko Weber, Katrin Sophie Bohnsack, Piotr Lukasiak, Thomas Villmann, Jacek Blazewicz, Marta Szachniuk
Virxicon: a lexicon of viral sequences. Bioinform. 36 (22-23) (2021)
Katrin Sophie Bohnsack, Marika Kaden, Julia Abel, Sascha Saralajew, Thomas Villmann
The Resolved Mutual Information Function as a Structural Fingerprint of Biomolecular Sequences for Interpretable Machine Learning Classifiers. Entropy 23 (10) (2021)