Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI D Wang, JD Weisz, M Muller, P Ram, W Geyer, C Dugan, Y Tausczik, ... Proceedings of the ACM on Human-Computer Interaction 3 (CSCW), 1-24, 2019 | 346 | 2019 |
Learning Feature Engineering for Classification. F Nargesian, H Samulowitz, U Khurana, EB Khalil, DS Turaga Ijcai 17, 2529-2535, 2017 | 335 | 2017 |
Adaptive data augmentation for image classification A Fawzi, H Samulowitz, D Turaga, P Frossard 2016 IEEE International Conference on Image Processing (ICIP), 3688-3692, 2016 | 307 | 2016 |
Algorithm selection and scheduling S Kadioglu, Y Malitsky, A Sabharwal, H Samulowitz, M Sellmann Principles and Practice of Constraint Programming–CP 2011: 17th …, 2011 | 211 | 2011 |
An effective algorithm for hyperparameter optimization of neural networks GI Diaz, A Fokoue-Nkoutche, G Nannicini, H Samulowitz IBM Journal of Research and Development 61 (4/5), 9: 1-9: 11, 2017 | 197 | 2017 |
Feature engineering for predictive modeling using reinforcement learning U Khurana, H Samulowitz, D Turaga Thirty-Second AAAI Conference on Artificial Intelligence, 2018 | 193 | 2018 |
Cognito: Automated feature engineering for supervised learning U Khurana, D Turaga, H Samulowitz, S Parthasrathy 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW …, 2016 | 187 | 2016 |
Model-based genetic algorithms for algorithm configuration C Ansótegui, Y Malitsky, H Samulowitz, M Sellmann, K Tierney Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015 | 144 | 2015 |
Algorithm Portfolios Based on Cost-Sensitive Hierarchical Clustering. Y Malitsky, A Sabharwal, H Samulowitz, M Sellmann IJCAI 13, 608-614, 2013 | 126 | 2013 |
Learning to solve QBF H Samulowitz, R Memisevic AAAI 7, 255-260, 2007 | 120 | 2007 |
Deep learning for algorithm portfolios A Loreggia, Y Malitsky, H Samulowitz, V Saraswat Proceedings of the aaai conference on artificial intelligence 30 (1), 2016 | 96 | 2016 |
Guiding combinatorial optimization with UCT A Sabharwal, H Samulowitz, C Reddy Integration of AI and OR Techniques in Contraint Programming for …, 2012 | 93 | 2012 |
Experiments with massively parallel constraint solving L Bordeaux, Y Hamadi, H Samulowitz Twenty-First International Joint Conference on Artificial Intelligence, 2009 | 92 | 2009 |
An ADMM based framework for automl pipeline configuration S Liu, P Ram, D Vijaykeerthy, D Bouneffouf, G Bramble, H Samulowitz, ... Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 4892-4899, 2020 | 81 | 2020 |
Search combinators T Schrijvers, G Tack, P Wuille, H Samulowitz, PJ Stuckey Constraints 18 (2), 269-305, 2013 | 68 | 2013 |
Collaborative expert portfolio management D Stern, H Samulowitz, R Herbrich, T Graepel, L Pulina, A Tacchella Proceedings of the AAAI Conference on Artificial Intelligence 24 (1), 179-184, 2010 | 67 | 2010 |
Preprocessing qbf H Samulowitz, J Davies, F Bacchus Principles and Practice of Constraint Programming-CP 2006: 12th …, 2006 | 61 | 2006 |
How Much Automation Does a Data Scientist Want? D Wang, QV Liao, Y Zhang, U Khurana, H Samulowitz, S Park, M Muller, ... arXiv preprint arXiv:2101.03970, 2021 | 60 | 2021 |
Delfi: Online planner selection for cost-optimal planning M Katz, S Sohrabi, H Samulowitz, S Sievers Ninth International Planning Competition (IPC-9): planner abstracts, 55-62, 2018 | 59 | 2018 |
Selecting Near-Optimal Learners via Incremental Data Allocation A Sabharwal, H Samulowitz, G Tesauro | 59 | 2016 |