Publications

Suryanarayana Maddu, Dominik Sturm, Christian L. Mueller, und Ivo F. Sbalzarini. Inverse Dirichlet weighting enables reliable training of physics informed neural networks. Machine learning: science and technology, (3)1IOP Publishing Ltd., 15.02.2022. [PUMA: topic_lifescience ALGORITHM FIS_scads active catastrophic flow forgetting, gradient modeling, multi-objective multi-scale networks, neural physics-informed regularization, training, turbulence,]

Larry González, Alex Ivliev, Markus Krötzsch, und Stephan Mennicke. Efficient Dependency Analysis for Rule-Based Ontologies. In Ulrike Sattler, Aidan Hogan, Maria Keet, Valentina Presutti, João Paulo A. Almeida, Hideaki Takeda, Pierre Monnin, Giuseppe Pirrò, und Claudia d’Amato (Hrsg.), The Semantic Web – ISWC 2022, 267 -- 283, Springer, Berlin u. a., Germany, 16.10.2022. [PUMA: topic_knowledge topic_graph Acyclicity, Chase Core Existential FIS_scads Ontology Ontology-based Rule algorithm answering, dependencies, query reasoning, rules, stratification,]

Jonathan Heins, Lennart Schäpermeier, Pascal Kerschke, und Darrell Whitley. Dancing to the State of the Art?: How Candidate Lists Influence LKH for Solving the Traveling Salesperson Problem. In Michael Affenzeller, Stephan M. Winkler, Anna V. Kononova, Thomas Bäck, Heike Trautmann, Tea Tusar, und Penousal Machado (Hrsg.), Parallel Problem Solving from Nature – PPSN XVIII, 100--115, Springer, Berlin u. a., 07.09.2024. [PUMA: topic_engineering Algorithm Benchmarking, Configuration, FIS_scads Hardness, Heuristic Problem Salesperson Search, Traveling]

Pascal Kerschke, und Heike Trautmann. Automated algorithm selection on continuous black-box problems by combining Exploratory Landscape Analysis and machine learning. Evol. Comput., (27)1:99--127, MIT Press, 2019. [PUMA: Automated algorithm analysis; black-box continuous exploratory landscape learning; machine optimization. optimization; selection; single-objective]

Pascal Kerschke, Holger H Hoos, Frank Neumann, und Heike Trautmann. Automated algorithm selection: Survey and perspectives. Evol. Comput., (27)1:3--45, MIT Press, 2019. [PUMA: Automated algorithm analysis; approaches; automated combinatorial configuration; continuous data exploratory feature-based landscape learning; machine metalearning optimisation; selection; streams.;]

Ronny Lorenz, und Peter F Stadler. RNA secondary structures with limited base pair span: Exact backtracking and an application. Genes (Basel), (12)1:14, MDPI AG, Dezember 2020. [PUMA: RNA algorithm elements; hyper-stable prediction; scanning secondary structure]