Publications
- 2018
Efficient benchmarking of algorithm configurators via model-based surrogates
Eggensperger, K., Lindauer, M., Hoos, H. H., Hutter, F. & Leyton-Brown, K., Jan 2018, In: Machine learning. 107, 1, p. 15-41 27 p.Research output: Contribution to journal › Article › Research › peer review
Neural Networks for Predicting Algorithm Runtime Distributions
Eggensperger, K., Lindauer, M. & Hutter, F., 2018, Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence. Lang, J. (ed.). p. 1442-1448 7 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Practical Automated Machine Learning for the AutoML Challenge 2018
Feurer, M., Eggensperger, K., Falkner, S., Lindauer, M. T. & Hutter, F., 2018.Research output: Contribution to conference › Paper › Research
Warmstarting of Model-Based Algorithm Configuration
Lindauer, M. & Hutter, F., 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. p. 1355-1362 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- 2017
Efficient Parameter Importance Analysis via Ablation with Surrogates
Biedenkapp, A., Lindauer, M., Eggensperger, K., Hutter, F., Fawcett, C. & Hoos, H. H., 2 Nov 2017, Proceedings of the AAAI Conference on Artificial Intelligence.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Improving local search in a minimum vertex cover solver for classes of networks
Wagner, M., Friedrich, T. & Lindauer, M., 7 Jul 2017, 2017 IEEE Congress on Evolutionary Computation (CEC): Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1704-1711 8 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
The Configurable SAT Solver Challenge (CSSC)
Hutter, F., Lindauer, M., Balint, A., Bayless, S., Hoos, H. & Leyton-Brown, K., Feb 2017, In: Artificial intelligence. 243, p. 1-25 25 p.Research output: Contribution to journal › Article › Research › peer review
AutoFolio: An Automatically Configured Algorithm Selector (Extended Abstract)
Lindauer, M., Hutter, F., Hoos, H. H. & Schaub, T., 2017, International Joint Conference on Artificial Intelligence (IJCAI 2017). Sierra, C. (ed.). p. 5025-5029 5 p.Research output: Chapter in book/report/conference proceeding › Conference abstract › Research › peer review
Open Algorithm Selection Challenge 2017 Setup and Scenarios
Lindauer, M. T., van Rijn, J. N. & Kotthoff, L., 2017.Research output: Contribution to conference › Paper › Research
- 2016
An Empirical Study of Per-instance Algorithm Scheduling
Lindauer, M., Bergdoll, R. D. & Hutter, F., 1 Dec 2016, Learning and Intelligent Optimization. Festa, P., Sellmann, M. & Vanschoren, J. (eds.). Springer Verlag, p. 253-259 7 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10079 LNCS).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
SpyBug: Automated Bug Detection in the Configuration Space of SAT Solvers
Manthey, N. & Lindauer, M., 11 Jun 2016, Theory and Applications of Satisfiability Testing – SAT 2016. Le Berre, D. & Creignou, N. (eds.). Springer Verlag, p. 554-561 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9710).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Automatic construction of parallel portfolios via algorithm configuration
Lindauer, M., Hoos, H., Leyton-Brown, K. & Schaub, T., 20 May 2016, In: Artificial intelligence. 244, p. 272-290 19 p.Research output: Contribution to journal › Article › Research › peer review
ASlib: A benchmark library for algorithm selection
Bischl, B., Kerschke, P., Kotthoff, L., Lindauer, M., Malitsky, Y., Fréchette, A., Hoos, H., Hutter, F., Leyton-Brown, K., Tierney, K. & Vanschoren, J., Apr 2016, In: Artificial intelligence. 237, p. 41-58 18 p.Research output: Contribution to journal › Article › Research › peer review
- 2015
SpySMAC: Automated Configuration and Performance Analysis of SAT Solvers
Falkner, S., Lindauer, M. & Hutter, F., 27 Oct 2015, Theory and Applications of Satisfiability Testing – SAT 2015. Heule, M. & Weaver, S. (eds.). Springer Verlag, p. 215-222 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9340).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
AutoFolio: An Automatically Configured Algorithm Selector
Lindauer, M. T., Hoos, H., Hutter, F. & Schaub, T., 15 Aug 2015, In: Journal of Artificial Intelligence Research. 53, p. 745-778 34 p.Research output: Contribution to journal › Article › Research
Reports on the 2015 AAAI Workshop Series
Albrecht, S. V., Beck, J. C., Buckeridge, D. L., Botea, A., Caragea, C., Chi, C. H., Damoulas, T., Dilkina, B., Eaton, E., Fazli, P., Ganzfried, S., Giles, C. L., Guillet, S., Holte, R., Hutter, F., Koch, T., Leonetti, M., Lindauer, M., Machado, M. C., Malitsky, Y., Marcus, G., Meijer, S., Rossi, F., Shaban-Nejad, A., Thiebaux, S., Veloso, M., Walsh, T., Wang, C., Zhang, J. & Zheng, Y., 21 Jun 2015, In: AI magazine. 36, 2, p. 90-101 12 p.Research output: Contribution to journal › Article › Research › peer review
From Sequential Algorithm Selection to Parallel Portfolio Selection
Lindauer, M., Hoos, H. H. & Hutter, F., 29 May 2015, Learning and Intelligent Optimization. Dhaenens, C., Jourdan, L. & Marmion, M.-E. (eds.). Springer Verlag, p. 1-16 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8994).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Auto folio: Algorithm configuration for algorithm selection
Lindauer, M., Hoos, H. H., Schaub, T. & Hutter, F., 2015, Algorithm Configuration: papers presented at the Twenty-Ninth AAAI Conference on Artificial Intelligence. AI Access Foundation, p. 9-15 7 p. (AAAI Workshop - Technical Report).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
AutoFolio: Algorithm Configuration for Algorithm Selection.
Lindauer, M., Hoos, H. H., Hutter, F. & Schaub, T., 2015, AAAI Workshop: Algorithm Configuration.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Preface
Hutter, F., Lindauer, M. & Malitsky, Y., 2015, Algorithm configuration: papers presented at the Twenty-Ninth AAAI Conference on Artificial Intelligence. p. vii (AAAI Workshop - Technical Report).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review