conferences.bib

@incollection{bischl2016class,
  title = {{On Class Imbalance Correction for Classification Algorithms in Credit Scoring}},
  author = {Bischl, Bernd and K{\"u}hn, Tobias and Szepannek, Gero},
  booktitle = {Operations Research Proceedings 2014},
  pages = {37--43},
  year = {2016},
  publisher = {Springer International Publishing},
  localpdf = {mypapers/on_class_imbalance_correctino_for_classification_algorithms_in_credit_scoring.pdf},
  paywall = 1
}

@inproceedings{Bauer2015_1,
  author = {Bauer, N.
and Friedrichs, K.
and Bischl, B.
and Weihs, C.},
  title = {{Fast Model Based Optimization of Tone Onset Detection by Instance Sampling}},
  booktitle = {Data Analysis, Machine Learning and Knowledge Discovery},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  year = {2015},
  paywall = 1
}

@inproceedings{Bischl2010,
  author = {Bischl, B.
and Mersmann, O.
and Trautmann, H.},
  editor = {Bartz-Beielstein, T.
and Chiarandini, M.
and Paquete, L.
and Preuss, M.},
  title = {{Resampling Methods in Model Validation}},
  booktitle = {WEMACS -- Proceedings of the Workshop on Experimental Methods for the Assessment of Computational Systems, Technical Report TR 10-2-007},
  year = {2010},
  publisher = {Department of Computer Science, TU Dortmund University},
  url = {http://ls11-www.cs.uni-dortmund.de/_media/techreports/tr10-07.pdf},
  paywall = 0
}

@inproceedings{Bischl2010_2,
  author = {Bischl, B.
and Eichhoff, M.
and Weihs, C.},
  title = {{Selecting Groups of Audio Features by Statistical Tests and the Group Lasso}},
  booktitle = {9. ITG Fachtagung Sprachkommunikation},
  year = {2010},
  publisher = {VDE Verlag},
  address = {Berlin, Offenbach},
  url = {http://www.vde-verlag.de/proceedings-de/453300015.html},
  localpdf = {mypapers/selecting_groups_of_audio_features_by_statistical_tests_and_the_group_lasso.pdf},
  paywall = 1
}

@inproceedings{Bischl2010_3,
  author = {Bischl, B.
and Vatolkin, I.
and Preuss, M.},
  title = {{Selecting Small Audio Feature Sets in Music Classification by Means of Asymmetric Mutation}},
  booktitle = {PPSN XI: Proceedings of the 11th International Conference on Parallel Problem Solving from Nature},
  series = {Lecture Notes in Computer Science},
  year = {2010},
  publisher = {Springer},
  volume = {6238},
  pages = {314--323},
  doi = {10.1007/978-3-642-15844-5_32},
  localpdf = {mypapers/selecting_small_audio_feature_sets_in_music_classification_by_means_of_asymmetric_mutation.pdf},
  paywall = 1
}

@inproceedings{Bischl2012_4,
  author = {Bischl, B.
and Mersmann, O.
and Trautmann, H.
and Preuss, M.},
  title = {{Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning}},
  booktitle = {Genetic and Evolutionary Computation Conference (GECCO)},
  year = {2012},
  doi = {10.1145/2330163.2330209},
  url = {http://dl.acm.org/citation.cfm?id=2330163.2330209},
  localpdf = {mypapers/algorithm_selection_based_on_exploratory_landscape_analysis_and_cost_sensitive_learning.pdf},
  paywall = 1
}

@incollection{Bischl2014_1,
  author = {Bischl, B. and Schiffner, J. and Weihs, C.},
  title = {{Benchmarking Classification Algorithms on High-Performance Computing Clusters}},
  booktitle = {Data Analysis, Machine Learning and Knowledge Discovery},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  editor = {Spiliopoulou, M. and Schmidt-Thieme, L. and Janning, R.},
  publisher = {Springer},
  pages = {23-31},
  year = {2014},
  isbn = {978-3-319-01594-1},
  doi = {10.1007/978-3-319-01595-8_3},
  url = {http://dx.doi.org/10.1007/978-3-319-01595-8_3},
  localpdf = {mypapers/benchmarking_classification_algorithms_on_high_performance_computing_clusters.pdf},
  paywall = 1
}

@incollection{Bischl2014_2,
  year = {2014},
  isbn = {978-3-319-09583-7},
  booktitle = {Learning and Intelligent Optimization},
  series = {Lecture Notes in Computer Science},
  editor = {Pardalos, Panos M. and Resende, Mauricio G.C. and Vogiatzis, Chrysafis and Walteros, Jose L.},
  doi = {10.1007/978-3-319-09584-4_17},
  title = {{{MOI-MBO}: Multiobjective Infill for Parallel Model-Based Optimization}},
  url = {http://dx.doi.org/10.1007/978-3-319-09584-4_17},
  publisher = {Springer},
  author = {Bischl, B. and Wessing, S. and Bauer, N. and Friedrichs, K. and Weihs, C.},
  pages = {173-186},
  url = {http://www.caopt.com/LION8/Papers/Bischl.pdf},
  paywall = 0
}

@incollection{Bischl2015,
  author = {Bischl, B.
and Kühn, T.
and Szepannek, G.},
  title = {{On Class Imbalancy Correction for Classification Algorithms in Credit Scoring}},
  booktitle = {Operations Research Proceedings 2014},
  series = {Operations Research Proceedings},
  publisher = {Springer},
  year = {2015}
}

@inproceedings{Brockhoff2015,
  title = {{{The Impact of Initial Designs on the Performance of MATSuMoTo on the Noiseless BBOB-2015 Testbed: A Preliminary Study}}},
  author = {Brockhoff, Dimo and Bischl, Bernd and Wagner, Tobias},
  url = {https://hal.inria.fr/hal-01161504},
  booktitle = {{GECCO '15 Companion}},
  address = {Madrid, Spain},
  year = {2015},
  month = jul,
  doi = {10.1145/2739482.2768470},
  keywords = {Benchmarking ; Black-box optimization ; Expensive problems},
  pdf = {https://hal.inria.fr/hal-01161504/file/brockhoff-initialDesign-authorversion.pdf},
  hal_id = {hal-01161504},
  hal_version = {v1},
  paywall = 0
}

@incollection{Hess2013,
  author = {Hess, S.
and Wagner, T.
and Bischl, B.},
  title = {{{PROGRESS}: Progressive Reinforcement-Learning-Based Surrogate Selection}},
  isbn = {978-3-642-44972-7},
  booktitle = {Learning and Intelligent Optimization},
  series = {Lecture Notes in Computer Science},
  editor = {Nicosia, Giuseppe and Pardalos, Panos},
  doi = {10.1007/978-3-642-44973-4_13},
  url = {http://dx.doi.org/10.1007/978-3-642-44973-4_13},
  publisher = {Springer},
  pages = {110-124},
  year = {2013},
  localpdf = {mypapers/progress_progressive_reinforcement_learning_based_surrogate_selection.pdf},
  paywall = 1
}

@incollection{Horn2015,
  author = {Horn, D.
and Wagner, T.
and Biermann, D.
and Weihs, C.
and Bischl, B.},
  title = {{Model-Based Multi-Objective Optimization: Taxonomy, Multi-Point Proposal, Toolbox and Benchmark}},
  series = {Lecture Notes in Computer Science},
  booktitle = {Evolutionary Multi-Criterion Optimization (EMO)},
  year = {2015},
  volume = {9018},
  series = {Lecture Notes in Computer Science},
  editor = {Gaspar-Cunha, António and Henggeler Antunes, Carlos and Coello, Carlos Coello},
  pages = {64-78},
  publisher = {Springer},
  doi = {10.1007/978-3-319-15934-8_5},
  url = {http://dx.doi.org/10.1007/978-3-319-15934-8_5},
  localpdf = {mypapers/model_based_multi_objective_optimization_taxonomy_multi_point_proposal_toolbox_and_benchmark.pdf},
  paywall = 1
}

@inproceedings{Kerschke2014,
  author = {Kerschke, P.
and Preuss, M.
and Hern{\'a}ndez, C.
and Sch{\"u}tze, O.
and Sun, J.-Q.
and Grimme, C.
and Rudolph, G.
and Bischl, B.
and Trautmann, H.},
  title = {{Cell Mapping Techniques for Exploratory Landscape Analysis}},
  booktitle = {Proceedings of the {EVOLVE 2014}: {A} Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation},
  year = {2014},
  pages = {115--131},
  publisher = {Springer},
  localpdf = {mypapers/cell_mapping_techniques_for_exploratory_landscape_analysis.pdf},
  paywall = 0
}

@inproceedings{Mersmann2011,
  author = {Mersmann, O.
and Bischl, B.
and Trautmann, H.
and Preuss, M.
and Weihs, C.
and Rudolph, G.},
  editor = {Natalio Krasnogor},
  title = {{Exploratory Landscape Analysis}},
  booktitle = {Proceedings of the 13th annual conference on genetic and evolutionary computation (GECCO {\textquoteright}11)},
  year = {2011},
  publisher = {ACM},
  address = {New York, NY, USA},
  pages = {829--836},
  doi = {10.1145/2001576.2001690},
  url = {http://dl.acm.org/citation.cfm?id=2001690},
  localpdf = {mypapers/exploratory_landscape_analysis.pdf},
  paywall = 1
}

@inproceedings{Mersmann2012,
  author = {Mersmann, O.
and Bischl, B.
and Bossek, J.
and Trautmann, H.
and Wagner M.
and Neumann, F.},
  title = {{Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness}},
  booktitle = {Learning and Intelligent Optimization Conference (LION)},
  year = {2012},
  doi = {10.1007/978-3-642-34413-8_9},
  url = {http://cs.adelaide.edu.au/~markus/pub/2012lion.pdf},
  paywall = 0
}

@incollection{Meyer2014,
  author = {Meyer, O. and Bischl, B. and Weihs, C.},
  title = {{Support Vector Machines on Large Data Sets: Simple Parallel Approaches}},
  booktitle = {Data Analysis, Machine Learning and Knowledge Discovery},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  editor = {Spiliopoulou, M. and Schmidt-Thieme, L. and Janning, R.},
  publisher = {Springer},
  pages = {87-95},
  year = {2014},
  isbn = {978-3-319-01594-1},
  doi = {10.1007/978-3-319-01595-8_10},
  url = {http://dx.doi.org/10.1007/978-3-319-01595-8_10},
  localpdf = {mypapers/support_vector_machines_on_large_data_sets_simple_parallel_approaches.pdf},
  paywall = 1
}

@inproceedings{Nallaperuma2013,
  author = {Nallaperuma, S.
and Wagner, M.
and Neumann, F.
and Bischl, B.
and Mersmann, O.
and Trautmann, H.},
  title = {{A Feature-Based Comparison of Local Search and the Christofides Algorithm for the Travelling Salesperson Problem}},
  booktitle = {Foundations of Genetic Algorithms (FOGA)},
  year = {2013},
  doi = {10.1145/2460239.2460253},
  url = {http://dl.acm.org/citation.cfm?id=2460253},
  localpdf = {mypapers/a_feature_based_comparison_of_local_search_and_the_christofides_algorithm_for_the_travelling_salesperson_problem.pdf},
  paywall = 1
}

@inproceedings{Rijn2013,
  author = {van Rijn, J. and
               Bischl, B. and
               Torgo, L. and
               Gao, G. and
               Umaashankar, V. and
               Fischer, S. and
               Winter, P. and
               Wiswedel, B. and
               Berthold, M.R. and
               Vanschoren, J.},
  title = {{{OpenML}: A Collaborative Science Platform}},
  booktitle = {ECML/PKDD (3)},
  year = {2013},
  pages = {645-649},
  doi = {10.1007/978-3-642-40994-3_46},
  url = {http://www.ecmlpkdd2013.org/wp-content/uploads/2013/07/647.pdf},
  paywall = 0
}

@inproceedings{Rijn2013_2,
  author = {van Rijn,  J.
 and Umaashankar,  V.
 and Fischer, S.
 and Bischl, B.
 and Torgo,  L.
 and Gao, B.
 and Winter, P.
 and Wiswedel, B.
 and Berthold, M. R.
 and Vanschoren, J.},
  title = {{A {RapidMiner} extension for {Open Machine Learning}}},
  booktitle = {{RapidMiner} Community Meeting and Conference ({RCOMM})},
  year = {2013},
  pages = {59-70},
  isbn = {978-3-8440-2145-51},
  localpdf = {mypapers/a_rapidminer_extension_for_open_machine_learning.pdf},
  paywall = 1
}

@inproceedings{Schiffner2012,
  author = {Schiffner, J.
and Bischl, B.
and Weihs, C.},
  editor = {Gaul, W.
and Geyer-Schulz, A.
and Schmidt-Thieme, L.
and Kunze, J.},
  title = {{Bias-variance analysis of local classification methods}},
  booktitle = {Challenges at the Interface of Data Analysis, Computer Science, and Optimization},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  year = {2012},
  publisher = {Springer},
  address = {Berlin Heidelberg},
  pages = {49--57},
  doi = {10.1007/978-3-642-24466-7_6},
  localpdf = {mypapers/bias_variance_analysis_of_local_classification_methods.pdf},
  paywall = 1
}

@inproceedings{Szepannek2007,
  author = {Szepannek, G.
and Bischl, B.
and Weihs, C.},
  title = {{On the Combination of Locally Optimal Pairwise Classifiers}},
  booktitle = {Machine Learning and Data Mining in Pattern Recognition},
  series = {Lecture Notes in Computer Science},
  year = {2007},
  publisher = {Springer},
  address = {Berlin Heidelberg},
  volume = {4571},
  pages = {104--116},
  doi = {10.1007/978-3-540-73499-4_9},
  url = {http://link.springer.com/chapter/10.1007%2F978-3-540-73499-4_9},
  localpdf = {mypapers/on_the_combination_of_locally_optimal_pairwise_classifiers_1.pdf},
  paywall = 1
}

@inproceedings{Szepannek2010,
  author = {Szepannek, G.
and Gruhne, M.
and Bischl, B.
and Krey, S.
and Harczos, T.
and Klefenz, F.
and Dittmar, C.
and Weihs, C.},
  editor = {Locarek-Junge, H.
and Weihs, C.},
  title = {{Perceptually Based Phoneme Recognition in Popular Music}},
  booktitle = {Classification as a Tool for Research},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  year = {2010},
  publisher = {Springer},
  address = {Berlin Heidelberg},
  volume = {40},
  pages = {751--758},
  doi = {10.1007/978-3-642-10745-0_83},
  url = {http://link.springer.com/chapter/10.1007%2F978-3-642-10745-0_83},
  localpdf = {mypapers/perceptually_based_phoneme_recognition_in_popular_music.pdf},
  paywall = 1
}

@incollection{Vatolkin2014,
  author = {Vatolkin, I. and Bischl, B. and Rudolph, G. and Weihs, C.},
  title = {{Statistical Comparison of Classifiers for Multi-objective Feature Selection in Instrument Recognition}},
  booktitle = {Data Analysis, Machine Learning and Knowledge Discovery},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  editor = {Spiliopoulou, M. and Schmidt-Thieme, L. and Janning, R.},
  url = {http://dx.doi.org/10.1007/978-3-319-01595-8_19},
  year = {2014},
  publisher = {Springer},
  pages = {171-178},
  doi = {10.1007/978-3-319-01595-8_19},
  isbn = {978-3-319-01594-1},
  localpdf = {mypapers/statistical_comparison_of_classifiers_for_multi_objective_feature_selection_in_instrument_recognition.pdf},
  paywall = 1
}

@inproceedings{Weihs2010,
  author = {Weihs, C.
and Mersmann O.
and Bischl, B.
and Fritsch, A.
and Trautmann, H.
and Karbach, T.-M.
and Spaan, B.},
  title = {{A Case Study on the Use of Statistical Classification Methods in Particle Physics}},
  booktitle = {MSDM2010, Tunis},
  year = {2010},
  url = {http://link.springer.com/content/pdf/10.1007/978-3-642-24466-7_8.pdf},
  paywall = 1
}

@inproceedings{Weihs2011,
  author = {Weihs, C.
and Friedrichs, K
and Bischl, B.},
  title = {{Statistics for hearing aids: Auralization}},
  booktitle = {Second Bilateral German-Polish Symposium on Data Analysis and its Applications (GPSDAA)},
  year = {2011},
  localpdf = {mypapers/statistics_for_hearing_aids_auralization.pdf},
  paywall = 1
}

@inproceedings{Weihs2012,
  author = {Weihs, C.
and Mersmann, O.
and Bischl, B.
and Fritsch, A.
and Trautmann, H.
and Karbach, T.M.
and Spaan, B.},
  editor = {Gaul, W.
and Geyer-Schulz, A.
and Schmidt-Thieme, L.
and Kunze, J.},
  title = {{A Case Study on the Use of Statistical Classification Methods in Particle Physics}},
  booktitle = {Challenges at the Interface of Data Analysis, Computer Science, and Optimization},
  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
  year = {2012},
  publisher = {Springer},
  address = {Berlin Heidelberg},
  pages = {69--77},
  doi = {10.1007/978-3-642-24466-7_8},
  paywall = 1
}

@inproceedings{DegrooteBKC16,
  author = {Hans Degroote and
               Bernd Bischl and
               Lars Kotthoff and
               Patrick De Causmaecker},
  title = {{Reinforcement Learning for Automatic Online Algorithm Selection -
               an Empirical Study}},
  booktitle = {Proceedings of the 16th {ITAT} Conference Information Technologies
               - Applications and Theory, Tatransk{\'{e}} Matliare, Slovakia,
               September 15-19, 2016.},
  pages = {93--101},
  year = {2016},
  url = {http://ceur-ws.org/Vol-1649/93.pdf},
  timestamp = {Thu, 08 Sep 2016 15:52:34 +0200},
  biburl = {http://dblp.uni-trier.de/rec/bib/conf/itat/DegrooteBKC16},
  bibsource = {dblp computer science bibliography, http://dblp.org},
  paywall = 0
}

@inproceedings{kotthaus2016a,
  author = {Richter, Jakob and Kotthaus, Helena and Bischl, Bernd and Marwedel, Peter and Rahnenf\"uhrer, J\"org and Lang, Michel},
  title = {{Faster Model-Based Optimization through Resource-Aware Scheduling Strategies}},
  booktitle = {Proceedings of the 10th Learning and Intelligent OptimizatioN Conference (LION 10)},
  year = {2016},
  address = {Ischia Island (Napoli), Italy},
  confidential = {n},
  localpdf = {mypapers/lion2016_final.pdf}
}

@inbook{Horn2017,
  author = {Horn, Daniel and Dagge, Melanie and Sun, Xudong and Bischl, Bernd},
  editor = {Trautmann, Heike
  and Rudolph, G{\"u}nter
  and Klamroth, Kathrin
  and Sch{\"u}tze, Oliver
  and Wiecek, Margaret
  and Jin, Yaochu
  and Grimme, Christian},
  title = {{First Investigations on Noisy Model-Based Multi-objective Optimization}},
  booktitle = {Evolutionary Multi-Criterion Optimization: 9th International Conference, EMO 2017, M{\"u}nster, Germany, March 19-22, 2017, Proceedings},
  year = {2017},
  publisher = {Springer International Publishing},
  address = {Cham},
  pages = {298--313},
  isbn = {978-3-319-54157-0},
  doi = {10.1007/978-3-319-54157-0_21},
  url = {http://dx.doi.org/10.1007/978-3-319-54157-0_21},
  localpdf = {mypapers/horn_et_al_noisy_MBMO.pdf}
}

@inproceedings{horn2016multi,
  title = {{Multi-objective Parameter Configuration of Machine Learning Algorithms using Model-Based Optimization}},
  author = {Horn, Daniel and Bischl, Bernd},
  booktitle = {Computational Intelligence (SSCI), 2016 IEEE Symposium Series on},
  pages = {1--8},
  year = {2016},
  organization = {IEEE},
  url = {http://ieeexplore.ieee.org/abstract/document/7850221/},
  paywall = 1,
  localpdf = {mypapers/multi_objective_parameter_configuration.pdf}
}

@inproceedings{bossek2015learning,
  title = {{Learning feature-parameter mappings for parameter tuning via the profile expected improvement}},
  author = {Bossek, Jakob and Bischl, Bernd and Wagner, Tobias and Rudolph, G{\"u}nter},
  booktitle = {Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation},
  pages = {1319--1326},
  year = {2015},
  organization = {ACM},
  url = {https://www.researchgate.net/profile/Jakob_Bossek/publication/280076463_Learning_Feature-Parameter_Mappings_for_Parameter_Tuning_via_the_Profile_Expected_Improvement/links/55a67d2008ae51639c5725b5/Learning-Feature-Parameter-Mappings-for-Parameter-Tuning-via-the-Profile-Expected-Improvement.pdf},
  paywall = 0
}