Publications

Pascal Kerschke, and 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: learning; single-objective analysis; black-box exploratory optimization; continuous machine optimization. Automated selection; algorithm landscape]

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

Robson P Bonidia, Anderson P Avila Santos, Breno L S de Almeida, Peter F Stadler, Ulisses N da Rocha, Danilo S Sanches, and André C P L F de Carvalho. BioAutoML: automated feature engineering and metalearning to predict noncoding RNAs in bacteria. Briefings in Bioinformatics, (23)4Oxford University Press (OUP), June 2022. [PUMA: BioAutoML noncoding bacteria metalearning predict engineering RNAs Zno automated] URL

Thomas W Winkler, Felix Grassmann, Caroline Brandl, Christina Kiel, Felix Günther, Tobias Strunz, Lorraine Weidner, Martina E Zimmermann, Christina A Korb, Alicia Poplawski, Alexander K Schuster, Martina Müller-Nurasyid, Annette Peters, Franziska G Rauscher, Tobias Elze, Katrin Horn, Markus Scholz, Marisa Cañadas-Garre, Amy Jayne McKnight, Nicola Quinn, Ruth E Hogg, Helmut Küchenhoff, Iris M Heid, Klaus J Stark, and Bernhard H F Weber. Genome-wide association meta-analysis for early age-related macular degeneration highlights novel loci and insights for advanced disease. BMC Med. Genomics, (13)1:120, Springer Science and Business Media LLC, August 2020. [PUMA: macular study (IAMDGC); consortium association TYR; Genome-wide Age-related degeneration (GWAS); UK Machine-learning; AMD CD46; (UKBB) Early genomics (AMD); phenotyping; Meta-analysis; biobank Automated AMD; International]

Patrick Ebel, Christoph Lingenfelder, and Andreas Vogelsang. Multitasking while driving: How drivers self-regulate their interaction with in-vehicle touchscreens in automated driving. Int. J. Hum. Comput. Interact., (39)16:3162--3179, Informa UK Limited, October 2023. [PUMA: driving touchscreens Zno in-vehicle automated self-regulate Multitasking]

Sander Münster, Christoph Lehmann, Taras Lazariv, Ferdinand Maiwald, and Susanne Karsten. Toward an Automated Pipeline for a Browser-Based, City-Scale Mobile 4D VR Application Based on Historical Images. In Florian Niebling, Sander Münster, and Heike Messemer (Eds.), Research and Education in Urban History in the Age of Digital Libraries, 106--128, Springer International Publishing, Cham, 2021. [PUMA: Application Images Browser-Based City-Scale Automated VR Pipeline Historical Mobile 4D]