Bernd Bischl
Bernd Bischl
Chair of Statistical Learning and Data Science, LMU Munich
Dirección de correo verificada de stat.uni-muenchen.de - Página principal
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OpenML: networked science in machine learning
J Vanschoren, JN Van Rijn, B Bischl, L Torgo
ACM SIGKDD Explorations Newsletter 15 (2), 49-60, 2014
6452014
mlr: Machine Learning in R
B Bischl, M Lang, L Kotthoff, J Schiffner, J Richter, E Studerus, ...
The Journal of Machine Learning Research 17 (1), 5938-5942, 2016
5182016
Exploratory landscape analysis
O Mersmann, B Bischl, H Trautmann, M Preuss, C Weihs, G Rudolph
Proceedings of the 13th annual conference on Genetic and evolutionary …, 2011
2152011
Tunability: Importance of hyperparameters of machine learning algorithms.
P Probst, AL Boulesteix, B Bischl
J. Mach. Learn. Res. 20 (53), 1-32, 2019
1602019
Aslib: A benchmark library for algorithm selection
B Bischl, P Kerschke, L Kotthoff, M Lindauer, Y Malitsky, A Fréchette, ...
Artificial Intelligence 237, 41-58, 2016
1572016
Algorithm selection based on exploratory landscape analysis and cost-sensitive learning
B Bischl, O Mersmann, H Trautmann, M Preuß
Proceedings of the 14th annual conference on Genetic and evolutionary …, 2012
1352012
Resampling methods for meta-model validation with recommendations for evolutionary computation
B Bischl, O Mersmann, H Trautmann, C Weihs
Evolutionary computation 20 (2), 249-275, 2012
1352012
mlrMBO: A modular framework for model-based optimization of expensive black-box functions
B Bischl, J Richter, J Bossek, D Horn, J Thomas, M Lang
arXiv preprint arXiv:1703.03373, 2017
1192017
iml: An R package for interpretable machine learning
C Molnar, G Casalicchio, B Bischl
Journal of Open Source Software 3 (26), 786, 2018
1122018
Benchmark for filter methods for feature selection in high-dimensional classification data
A Bommert, X Sun, B Bischl, J Rahnenführer, M Lang
Computational Statistics & Data Analysis 143, 106839, 2020
1072020
Personality traits predict smartphone usage
C Stachl, S Hilbert, JQ Au, D Buschek, A De Luca, B Bischl, H Hussmann, ...
European Journal of Personality 31 (6), 701-722, 2017
792017
A novel feature-based approach to characterize algorithm performance for the traveling salesperson problem
O Mersmann, B Bischl, H Trautmann, M Wagner, J Bossek, F Neumann
Annals of Mathematics and Artificial Intelligence 69 (2), 151-182, 2013
772013
An open source automl benchmark
P Gijsbers, E LeDell, J Thomas, S Poirier, B Bischl, J Vanschoren
arXiv preprint arXiv:1907.00909, 2019
732019
Model-based multi-objective optimization: taxonomy, multi-point proposal, toolbox and benchmark
D Horn, T Wagner, D Biermann, C Weihs, B Bischl
International Conference on Evolutionary Multi-Criterion Optimization, 64-78, 2015
672015
BatchJobs and BatchExperiments: Abstraction mechanisms for using R in batch environments
B Bischl, M Lang, O Mersmann, C Weihs
Journal of Statistical Software 64 (1), 1-25, 2015
632015
OpenML: A collaborative science platform
JN Van Rijn, B Bischl, L Torgo, B Gao, V Umaashankar, S Fischer, ...
Joint european conference on machine learning and knowledge discovery in …, 2013
622013
Tuning and evolution of support vector kernels
P Koch, B Bischl, O Flasch, T Bartz-Beielstein, C Weihs, W Konen
Evolutionary Intelligence 5 (3), 153-170, 2012
612012
batchtools: Tools for R to work on batch systems
M Lang, B Bischl, D Surmann
The Journal of Open Source Software 2 (10), 2017
562017
MOI-MBO: multiobjective infill for parallel model-based optimization
B Bischl, S Wessing, N Bauer, K Friedrichs, C Weihs
International Conference on Learning and Intelligent Optimization, 173-186, 2014
552014
Visualizing the feature importance for black box models
G Casalicchio, C Molnar, B Bischl
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2018
542018
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Artículos 1–20