lit.json

[{"Category": "Algorithm Configuration", "Domain": "Algorithm Selection", "Citation": {"short": "Lindauer, M. and Hoos, H. and Hutter, F. and Schaub, T. 2015", "long": "Lindauer, M. and Hoos, H. and Hutter, F. and Schaub, T.<br/>AutoFolio: Algorithm Configuration for Algorithm Selection.<br/>Proceedings of the Twenty-Ninth AAAI Workshops on Artificial Intelligence.<br/>2015.<br/>"}, "Year": "2015"}, {"Category": "Algorithm Analysis", "Domain": "MIP, Planning, SAT", "Citation": {"short": "Fawcett, C. and Hoos, H. 2015", "long": "Fawcett, C. and Hoos, H.<br/>Analysing differences between algorithm configurations through ablation.<br/>Journal of Heuristics.<br/>p. 1-28. 2015.<br/>"}, "Year": "2015"}, {"Category": "Algorithm Configuration", "Domain": "MaxSAT", "Citation": {"short": "Ans\u00f3tegui, C. and Malitsky, Y. and Sellmann, M. 2014", "long": "Ans\u00f3tegui, C. and Malitsky, Y. and Sellmann, M.<br/>MaxSAT by Improved Instance-Specific Algorithm Configuration.<br/>Proceedings of the Twenty-eighth National Conference on Artificial Intelligence (AAAI'14).<br/>p. 2594-2600. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Bardenet, R. and Brendel, M. and K\u00e9gl, B. and Sebag, M. 2014", "long": "Bardenet, R. and Brendel, M. and K\u00e9gl, B. and Sebag, M.<br/>Collaborative hyperparameter tuning.<br/>Proceedings of the 30th International Conference on Machine Learning (ICML'13).<br/>p. 199-207. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Bergstra, J. and Yamins, D. and Cox, D. 2014", "long": "Bergstra, J. and Yamins, D. and Cox, D.<br/>Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures.<br/>Proceedings of the 30th International Conference on Machine Learning (ICML'13).<br/>p. 115-123. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "Robotic", "Citation": {"short": "Calandra, R. and Gopalan, N. and Seyfarth, A. and Peters, J. and Deisenroth, M. 2014", "long": "Calandra, R. and Gopalan, N. and Seyfarth, A. and Peters, J. and Deisenroth, M.<br/>Bayesian gait optimization for bipedal locomotion.<br/>Proceedings of the Eighth International Conference on Learning and Intelligent Optimization (LION'14).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Hoffman, Matthew and Shahriari, Bobak and de Freitas, Nando 2014", "long": "Hoffman, Matthew and Shahriari, Bobak and de Freitas, Nando<br/>On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning.<br/>Proceedings of AISTATS'14.<br/>p. 365-374. 2014.<br/>"}, "Year": "2014"}, {"Category": "Algorithm Analysis", "Domain": "ASP, MIP, ML, SAT", "Citation": {"short": "Hutter, F. and Hoos, H. and Leyton-Brown, K. 2014", "long": "Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>An Efficient Approach for Assessing Hyperparameter Importance.<br/>Proceedings of the 31th International Conference on Machine Learning, (ICML'14).<br/>p. 754-762. 2014.<br/>"}, "Year": "2014"}, {"Category": "Algorithm Analysis", "Domain": "MIP, SAT, TSP", "Citation": {"short": "Hutter, F. and Xu, L. and Hoos, H. and Leyton-Brown, K. 2014", "long": "Hutter, F. and Xu, L. and Hoos, H. and Leyton-Brown, K.<br/>Algorithm runtime prediction: Methods and evaluation.<br/>Journal of Artificial Intelligence Research.<br/>p. 79-111. 2014.<br/>"}, "Year": "2014"}, {"Category": "Algorithm Configuration", "Domain": "ASP, ML, Planning, SAT, TSP", "Citation": {"short": "Hutter, F. and L\u00f3pez-Ib\u00e1nez, M. and Fawcett, C. and Lindauer, M. and Hoos, H. and Leyton-Brown, K. and St\u00fctzle, T. 2014", "long": "Hutter, F. and L\u00f3pez-Ib\u00e1nez, M. and Fawcett, C. and Lindauer, M. and Hoos, H. and Leyton-Brown, K. and St\u00fctzle, T.<br/>AClib: a Benchmark Library for Algorithm Configuration.<br/>Proceedings of the Eighth International Conference on Learning and Intelligent Optimization (LION'14).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Komer, B. and Bergstra, J. and Eliasmith, C. 2014", "long": "Komer, B. and Bergstra, J. and Eliasmith, C.<br/>ICML workshop on Automated Machine Learning (AutoML workshop 2014).<br/>ICML workshop on Automated Machine Learning (AutoML workshop 2014).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Algorithm Configuration", "Domain": "CATS", "Citation": {"short": "Fitzgerald, T. and O'Sullivan, B. and Malitsky, Y. and Tierney, K. 2014", "long": "Fitzgerald, T. and O'Sullivan, B. and Malitsky, Y. and Tierney, K.<br/>ReACT: Real-Time Algorithm Configuration through Tournaments.<br/>Proceedings of the Seventh Annual Symposium on Combinatorial Search (SOCS'14).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "Energy, Groundwater", "Citation": {"short": "M\u00fcller, J. and Shoemaker, C. 2014", "long": "M\u00fcller, J. and Shoemaker, C.<br/>Influence of ensemble surrogate models and sampling strategy on the solution quality of algorithms for computationally expensive black-box global optimization problems.<br/>Journal of Global Optimization.<br/>p. 1-22. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Swersky, K. and Snoek, J. and Adams, R. 2014", "long": "Swersky, K. and Snoek, J. and Adams, R.<br/>Multi-Task Bayesian Optimization.<br/>Proceedings of the 30th International Conference on Machine Learning (ICML'13).<br/>p. 2004-2012. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Snoek, J. and Swersky, K. and Zemel, R. and Adams, R. 2014", "long": "Snoek, J. and Swersky, K. and Zemel, R. and Adams, R.<br/>Input Warping for Bayesian Optimization of Non-stationary Functions.<br/>Proceedings of the 31th International Conference on Machine Learning, (ICML'14).<br/>p. 1674\u20131682. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Yogatama, D. and Mann, G. 2014", "long": "Yogatama, D. and Mann, G.<br/>Efficient Transfer Learning Method for Automatic Hyperparameter Tuning.<br/>Proceedings of AISTATS'14.<br/>p. 1077--1085. 2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Eggensperger, K. and Hutter, F. and Hoos, H. and Leyton-Brown, K. 2014", "long": "Eggensperger, K. and Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>Surrogate Benchmarks for Hyperparameter Optimization.<br/>ECAI workshop on Metalearning and Algorithm Selection (MetaSel'14).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Lacoste, A. and Larochelle, H. and F.Laviolette and Marchand, M. 2014", "long": "Lacoste, A. and Larochelle, H. and F.Laviolette and Marchand, M.<br/>Sequential Model-Based Ensemble Optimization.<br/>corr.<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Domhan, T. and Springenberg, T. and Hutter, F. 2014", "long": "Domhan, T. and Springenberg, T. and Hutter, F.<br/>ICML workshop on Automated Machine Learning (AutoML workshop 2014).<br/>ICML workshop on Automated Machine Learning (AutoML workshop 2014).<br/>2014.<br/>"}, "Year": "2014"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Bergstra, J. and Cox, D. 2013", "long": "Bergstra, J. and Cox, D.<br/>Hyperparameter Optimization and Boosting for Classifying Facial Expressions: How good can a Null Model be?.<br/>Computing Research Repository (CoRR).<br/>2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Eggensperger, K. and Feurer, M. and Hutter, F. and Bergstra, J. and Snoek, J. and Hoos, H. and Leyton-Brown, K. 2013", "long": "Eggensperger, K. and Feurer, M. and Hutter, F. and Bergstra, J. and Snoek, J. and Hoos, H. and Leyton-Brown, K.<br/>Towards an empirical foundation for assessing Bayesian optimization of hyperparameters.<br/>NIPS Workshop on Bayesian Optimization in Theory and Practice.<br/>2013.<br/>"}, "Year": "2013"}, {"Category": "Algorithm Analysis", "Domain": "Planning, SAT", "Citation": {"short": "Fawcett, C. and Hoos, H. 2013", "long": "Fawcett, C. and Hoos, H.<br/>Analysing differences between algorithm configurations through ablation.<br/>Proceedings of the 10th Metaheuristics International Conference (MIC'13).<br/>p. 123-132. 2013.<br/>"}, "Year": "2013"}, {"Category": "Algorithm Configuration", "Domain": "ASP", "Citation": {"short": "Gebser, M. and Jost, H. and Kaminski, R. and Obermeier, P. and Sabuncu, O. and Schaub, T. and Schneider, M. 2013", "long": "Gebser, M. and Jost, H. and Kaminski, R. and Obermeier, P. and Sabuncu, O. and Schaub, T. and Schneider, M.<br/>Ricochet Robots: A transverse ASP benchmark.<br/>Proceedings of the Twelfth International Conference on Logic Programming and Nonmonotonic Reasoning (LPNMR'13).<br/>p. 348-360. 2013.<br/>"}, "Year": "2013"}, {"Category": "Algorithm Configuration", "Domain": "ASP, SAT", "Citation": {"short": "Hoos, H. and Kaufmann, B. and Schaub, T. and Schneider, M. 2013", "long": "Hoos, H. and Kaufmann, B. and Schaub, T. and Schneider, M.<br/>Robust Benchmark Set Selection for Boolean Constraint Solvers.<br/>Proceedings of the Seventh International Conference on Learning and Intelligent Optimization (LION'13).<br/>p. 138-152. 2013.<br/>"}, "Year": "2013"}, {"Category": "Algorithm Analysis", "Domain": "MIP, SAT, TSP", "Citation": {"short": "Hutter, F. and Hoos, H. H. and Leyton-Brown, K. 2013", "long": "Hutter, F. and Hoos, H. H. and Leyton-Brown, K.<br/>Identifying Key Algorithm Parameters and Instance Features using Forward Selection.<br/>Proceedings of the Seventh International Conference on Learning and Intelligent Optimization (LION'13).<br/>p. 364-381. 2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Thornton, C. and Hutter, F. and Hoos, H. and Leyton-Brown, K. 2013", "long": "Thornton, C. and Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>Auto-WEKA: combined selection and hyperparameter optimization of classification algorithms.<br/>The 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'13).<br/>p. 847-855. 2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Swersky, K. and Snoek, J. and Adams, R. 2013", "long": "Swersky, K. and Snoek, J. and Adams, R.<br/>Multi-task Bayesian optimization.<br/>Proceedings of the 27th International Conference on Advances in Neural Information Processing Systems (NIPS'13).<br/>p. 2004-2012. 2013.<br/>"}, "Year": "2013"}, {"Category": "Algorithm Configuration", "Domain": "MIP", "Citation": {"short": "Wang, Z. and Zoghi, M. and Hutter, F. and Matheson, D. and de Freitas, N. 2013", "long": "Wang, Z. and Zoghi, M. and Hutter, F. and Matheson, D. and de Freitas, N.<br/>Bayesian Optimization in High Dimensions via Random Embeddings.<br/>Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI'13).<br/>p. 1778-1784. 2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Swersky, K. and Duvenaud, D. and Snoek, J. and Hutter, F. and Osborne, M. 2013", "long": "Swersky, K. and Duvenaud, D. and Snoek, J. and Hutter, F. and Osborne, M.<br/>Raiders of the Lost Architecture: Kernels for Bayesian Optimization in Conditional Parameter Spaces.<br/>NIPS Workshop on Bayesian Optimization in Theory and Practice (BayesOpt'13).<br/>2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Thornton, C. and Hutter, F. and Hoos, H. H. and Leyton-Brown, K. 2013", "long": "Thornton, C. and Hutter, F. and Hoos, H. H. and Leyton-Brown, K.<br/>Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms.<br/>Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'13).<br/>2013.<br/>"}, "Year": "2013"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Bergstra, J. and Bengio, Y. 2012", "long": "Bergstra, J. and Bengio, Y.<br/>Random Search for Global Optimization.<br/>Journal of Machine Learning Research.<br/>p. 281-305. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Gomes, T.A.F. and Prud\u00eancio, R.B.C. and Soares, C. and Rossi, A. and Carvalho, A. 2012", "long": "Gomes, T.A.F. and Prud\u00eancio, R.B.C. and Soares, C. and Rossi, A. and Carvalho, A.<br/>Combining meta-learning and search techniques to select parameters for support vector machines.<br/>Neurocomputing.<br/>p. 3-12. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Hennig, Philipp and Schuler, Christian J. 2012", "long": "Hennig, Philipp and Schuler, Christian J.<br/>Entropy search for information-efficient global optimization.<br/>jmlr.<br/>p. 1809-1837. 2012.<br/>"}, "Year": "2012"}, {"Category": "Algorithm Configuration", "Domain": "SAT", "Citation": {"short": "Hoos, H. and Leyton-Brown, K. and Schaub, T. and Schneider, M. 2012", "long": "Hoos, H. and Leyton-Brown, K. and Schaub, T. and Schneider, M.<br/>Algorithm Configuration for Portfolio-based Parallel SAT-Solving.<br/>Proceedings of the First Workshop on Combining Constraint Solving with Mining and Learning (CoCoMile'12).<br/>2012.<br/>"}, "Year": "2012"}, {"Category": "Algorithm Configuration", "Domain": "ASP, SAT", "Citation": {"short": "Schneider, M. and Hoos, H. 2012", "long": "Schneider, M. and Hoos, H.<br/>Quantifying Homogeneity of Instance Sets for Algorithm Configuration.<br/>Proceedings of the Sixth International Conference on Learning and Intelligent Optimization (LION'12).<br/>p. 190-204. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Reif, M. and Shafait, F. and Dengel, A. 2012", "long": "Reif, M. and Shafait, F. and Dengel, A.<br/>Meta-learning for evolutionary parameter optimization of classifiers.<br/>Machine Learning.<br/>p. 357-380. 2012.<br/>"}, "Year": "2012"}, {"Category": "Algorithm Configuration, Algorithm Selection", "Domain": "ASP", "Citation": {"short": "Silverthorn, B. and Lierler, Y. and Schneider, M. 2012", "long": "Silverthorn, B. and Lierler, Y. and Schneider, M.<br/>Surviving Solver Sensitivity: An ASP Practitioner's Guide.<br/>Technical Communications of the Twenty-eighth International Conference on Logic Programming (ICLP'12).<br/>p. 164-175. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Snoek, J. and Larochelle, H. and Adams, R. P. 2012", "long": "Snoek, J. and Larochelle, H. and Adams, R. P.<br/>Practical Bayesian Optimization of Machine Learning Algorithms.<br/>Proceedings of the 26th International Conference on Advances in Neural Information Processing Systems (NIPS'12).<br/>p. 2960-2968. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Reif, M. and Shafait, F. and Dengel, A. 2012", "long": "Reif, M. and Shafait, F. and Dengel, A.<br/>Meta-learning for evolutionary parameter optimization of classifiers.<br/>Machine Learning.<br/>p. 357-380. 2012.<br/>"}, "Year": "2012"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Bergstra, J. and Bardenet, R. and Bengio, Y. and K\u00e9gl, B. 2011", "long": "Bergstra, J. and Bardenet, R. and Bengio, Y. and K\u00e9gl, B.<br/>Algorithms for Global Optimization.<br/>Proceedings of the 25th International Conference on Advances in Neural Information Processing Systems (NIPS'11).<br/>p. 2546-2554. 2011.<br/>"}, "Year": "2011"}, {"Category": "Algorithm Configuration", "Domain": "MIP, SAT", "Citation": {"short": "Hutter, F. and Hoos, H. and Leyton-Brown, K. 2011", "long": "Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>Sequential Model-Based Optimization for General Algorithm Configuration.<br/>Proceedings of the Fifth International Conference on Learning and Intelligent Optimization (LION'11).<br/>p. 507-523. 2011.<br/>"}, "Year": "2011"}, {"Category": "Algorithm Configuration", "Domain": "TSP", "Citation": {"short": "L\u00f3pez-Ib\u00e1nez, M. and Dubois-Lacoste, J. and St\u00fctzle, T. and Birattari, M. 2011", "long": "L\u00f3pez-Ib\u00e1nez, M. and Dubois-Lacoste, J. and St\u00fctzle, T. and Birattari, M.<br/>The irace package, Iterated Race for Automatic Algorithm Configuration.<br/>2011.<br/>"}, "Year": "2011"}, {"Category": "Global Optimization", "Domain": "Robots", "Citation": {"short": "Tesch, M. and Schneider, J. and Choset, H. 2011", "long": "Tesch, M. and Schneider, J. and Choset, H.<br/>Using response surfaces and expected improvement to optimize snake robot gait parameters.<br/>International Conference on Intelligent Robots and Systems (IROS'11).<br/>p. 1069-1074. 2011.<br/>"}, "Year": "2011"}, {"Category": "Algorithm Configuration, Algorithm Selection", "Domain": "MIP", "Citation": {"short": "Xu, L. and Hutter, F. and Hoos, H. and Leyton-Brown, K. 2011", "long": "Xu, L. and Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>Hydra-MIP: Automated Algorithm Configuration and Selection for Mixed Integer Programming.<br/>RCRA workshop on Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion at the International Joint Conference on Artificial Intelligence (IJCAI).<br/>2011.<br/>"}, "Year": "2011"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Brochu, E. and Cora, V. M. and de Freitas, N. 2010", "long": "Brochu, E. and Cora, V. M. and de Freitas, N.<br/>A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning.<br/>Computing Research Repository (CoRR).<br/>2010.<br/>"}, "Year": "2010"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Brochu, E. and Brochu, T. and de Freitas, N. 2010", "long": "Brochu, E. and Brochu, T. and de Freitas, N.<br/>A Bayesian Interactive Optimization Approach to Procedural Animation Design.<br/>Proceedings of the 2010 Eurographics/ACM SIGGRAPH Symposium on Computer Animation (SCA'10).<br/>p. 103-112. 2010.<br/>"}, "Year": "2010"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Gorissen, D. and Couckuyt, I. and Demeester, P. and Dhaene, T. and Crombecq, K. 2010", "long": "Gorissen, D. and Couckuyt, I. and Demeester, P. and Dhaene, T. and Crombecq, K.<br/>A surrogate modeling and adaptive sampling toolbox for computer based design.<br/>Journal of Machine Learning Research.<br/>p. 2051-2055. 2010.<br/>"}, "Year": "2010"}, {"Category": "Algorithm Configuration", "Domain": "CSP", "Citation": {"short": "Hutter, F. and Hoos, H. and Leyton-Brown, K. 2010", "long": "Hutter, F. and Hoos, H. and Leyton-Brown, K.<br/>Automated Configuration of Mixed Integer Programming Solvers.<br/>Proceedings of the Seventh International Conference on Integration of AI and OR Techniques in Constraint Programming (CPAIOR'10).<br/>p. 186-202. 2010.<br/>"}, "Year": "2010"}, {"Category": "Algorithm Configuration, Algorithm Selection", "Domain": "MIP, SAT, Set Covering", "Citation": {"short": "Kadioglu, S. and Malitsky, Y. and Sellmann, M. and Tierney, K. 2010", "long": "Kadioglu, S. and Malitsky, Y. and Sellmann, M. and Tierney, K.<br/>ISAC - Instance-Specific Algorithm Configuration.<br/>Proceedings of the Nineteenth European Conference on Artificial Intelligence (ECAI'10).<br/>p. 751-756. 2010.<br/>"}, "Year": "2010"}, {"Category": "Global Optimization", "Domain": "Sensor Data", "Citation": {"short": "Srinivas, N. and Krause, A. and Kakade, S. and Seeger, M. 2010", "long": "Srinivas, N. and Krause, A. and Kakade, S. and Seeger, M.<br/>Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design.<br/>Proceedings of the 27th International Conference on Machine Learning (ICML'10).<br/>p. 1015-1022. 2010.<br/>"}, "Year": "2010"}, {"Category": "Algorithm Configuration, Algorithm Selection", "Domain": "SAT", "Citation": {"short": "Xu, L. and Hoos, H. and Leyton-Brown, K. 2010", "long": "Xu, L. and Hoos, H. and Leyton-Brown, K.<br/>Hydra: Automatically Configuring Algorithms for Portfolio-Based Selection.<br/>Proceedings of the Twenty-fourth National Conference on Artificial Intelligence (AAAI'10).<br/>p. 210-216. 2010.<br/>"}, "Year": "2010"}, {"Category": "Algorithm Configuration", "Domain": "SAT", "Citation": {"short": "Ans\u00f3tegui, C. and Sellmann, M. and Tierney, K. 2009", "long": "Ans\u00f3tegui, C. and Sellmann, M. and Tierney, K.<br/>A Gender-Based Genetic Algorithm for the Automatic Configuration of Algorithms.<br/>Proceedings of the Fifteenth International Conference on Principles and Practice of Constraint Programming (CP'09).<br/>p. 142-157. 2009.<br/>"}, "Year": "2009"}, {"Category": "Algorithm Configuration", "Domain": "SAT", "Citation": {"short": "Hutter, F. and Hoos, H. and Leyton-Brown, K. and St\u00fctzle, T. 2009", "long": "Hutter, F. and Hoos, H. and Leyton-Brown, K. and St\u00fctzle, T.<br/>ParamILS: An Automatic Algorithm Configuration Framework.<br/>Journal of Artificial Intelligence Research.<br/>p. 267-306. 2009.<br/>"}, "Year": "2009"}, {"Category": "Global Optimization", "Domain": "ML", "Citation": {"short": "Hutter, F. and Osborne, M. 2009", "long": "Hutter, F. and Osborne, M.<br/>A Kernel for Hierarchical Parameter Spaces.<br/>Computing Research Repository (CoRR).<br/>2009.<br/>"}, "Year": "2009"}, {"Category": "Algorithm Configuration", "Domain": "SAT", "Citation": {"short": "KhudaBukhsh, A. and Xu, L. and Hoos, H. and Leyton-Brown, K. 2009", "long": "KhudaBukhsh, A. and Xu, L. and Hoos, H. and Leyton-Brown, K.<br/>SATenstein: Automatically Building Local Search SAT Solvers from Components.<br/>Proceedings of the 22th International Joint Conference on Artificial Intelligence (IJCAI'09).<br/>p. 517-524. 2009.<br/>"}, "Year": "2009"}, {"Category": "Algorithm Configuration, Global Optimization", "Domain": "ML", "Citation": {"short": "Guerra, S. and Prud\u00eancio, R. and Ludermir, T. 2008", "long": "Guerra, S. and Prud\u00eancio, R. and Ludermir, T.<br/>Predicting the Performance of Learning Algorithms Using Support Vector Machines as Meta-regressors.<br/>International Conference on Artificial Neural Networks (ICANN'08).<br/>p. 523-532. 2008.<br/>"}, "Year": "2008"}, {"Category": "Algorithm Configuration", "Domain": "SAT", "Citation": {"short": "Hutter, F. and Babi\u0107, D. and Hoos, H. and Hu, A. 2007", "long": "Hutter, F. and Babi\u0107, D. and Hoos, H. and Hu, A.<br/>Boosting Verification by Automatic Tuning of Decision Procedures.<br/>Formal Methods in Computer Aided Design (FMCAD'07).<br/>p. 27-34. 2007.<br/>"}, "Year": "2007"}, {"Category": "Global Optimization", "Domain": "Robotic", "Citation": {"short": "Lizotte, D. and Wang, T. and Bowling, M. and Schuurmans, D. 2007", "long": "Lizotte, D. and Wang, T. and Bowling, M. and Schuurmans, D.<br/>Automatic Gait Optimization with Gaussian Process Regression..<br/>Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI'07).<br/>p. 944-949. 2007.<br/>"}, "Year": "2007"}, {"Category": "Algorithm Configuration", "Domain": "TSP", "Citation": {"short": "Birattari, M. and St\u00fctzle, T. and Paquete, L. and Varrentrapp, K. 2002", "long": "Birattari, M. and St\u00fctzle, T. and Paquete, L. and Varrentrapp, K.<br/>A Racing Algorithm for Configuring Metaheuristics.<br/>Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'02).<br/>p. 11-18. 2002.<br/>"}, "Year": "2002"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Jones, D. R. 2001", "long": "Jones, D. R.<br/>A Taxonomy of Global Optimization Methods Based on Response Surfaces.<br/>Journal of Global Optimization.<br/>p. 345-383. 2001.<br/>"}, "Year": "2001"}, {"Category": "Global Optimization", "Domain": "Hardware", "Citation": {"short": "Jones, D. and Schonlau, M. and Welch, W. 1998", "long": "Jones, D. and Schonlau, M. and Welch, W.<br/>Efficient Global Optimization of Expensive Black Box Functions.<br/>Journal of Global Optimization.<br/>p. 455-492. 1998.<br/>"}, "Year": "1998"}, {"Category": "Global Optimization", "Domain": "N/A", "Citation": {"short": "Mockus, J. and Tiesis, V. and Zilinskas, A. 1978", "long": "Mockus, J. and Tiesis, V. and Zilinskas, A.<br/>The application of Bayesian methods for seeking the extremum.<br/>Towards Global Optimization.<br/>1978.<br/>"}, "Year": "1978"}]