| Random search for hyper-parameter optimization J Bergstra, Y Bengio Journal of Machine Learning Research 13, 281-305, 2012 | 4535 | 2012 |
| Theano: a CPU and GPU math expression compiler J Bergstra, O Breuleux, F Bastien, P Lamblin, R Pascanu, G Desjardins, ... Proceedings of the Python for Scientific Computing Conference (SciPy), 2010 | 2445* | 2010 |
| Algorithms for hyper-parameter optimization JS Bergstra, R Bardenet, Y Bengio, B Kégl Advances in neural information processing systems, 2546-2554, 2011 | 1943 | 2011 |
| Theano: new features and speed improvements F Bastien, P Lamblin, R Pascanu, J Bergstra, I Goodfellow, A Bergeron, ... arXiv preprint arXiv:1211.5590, 2012 | 1476 | 2012 |
| An empirical evaluation of deep architectures on problems with many factors of variation H Larochelle, D Erhan, A Courville, J Bergstra, Y Bengio Proceedings of the 24th international conference on Machine learning, 473-480, 2007 | 919 | 2007 |
| Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures J Bergstra, D Yamins, DD Cox Proceedings of the 30th International Conference on Machine Learning (ICML …, 2013 | 749 | 2013 |
| Theano: A Python framework for fast computation of mathematical expressions R Al-Rfou, G Alain, A Almahairi, C Angermueller, D Bahdanau, N Ballas, ... arXiv, arXiv: 1605.02688, 2016 | 595 | 2016 |
| Challenges in representation learning: A report on three machine learning contests IJ Goodfellow, D Erhan, PL Carrier, A Courville, M Mirza, B Hamner, ... International conference on neural information processing, 117-124, 2013 | 388 | 2013 |
| Hyperopt: A Python Library for Optimizing the Hyperparameters of Machine Learning Algorithms J Bergstra, D Yamins, DD Cox Proceedings of the 12th Python in Science Conference, 13 - 20, 2013 | 348 | 2013 |
| Aggregate features and ADABOOST for music classification J Bergstra, N Casagrande, D Erhan, D Eck, B Kégl Machine learning 65 (2-3), 473-484, 2006 | 337 | 2006 |
| Pylearn2: a machine learning research library IJ Goodfellow, D Warde-Farley, P Lamblin, V Dumoulin, M Mirza, ... arXiv preprint arXiv:1308.4214, 2013 | 310 | 2013 |
| Theano: Deep learning on gpus with python J Bergstra, F Bastien, O Breuleux, P Lamblin, R Pascanu, O Delalleau, ... NIPS 2011, BigLearning Workshop, Granada, Spain 3, 1-48, 2011 | 263 | 2011 |
| Hyperopt: a python library for model selection and hyperparameter optimization J Bergstra, B Komer, C Eliasmith, D Yamins, DD Cox Computational Science & Discovery 8 (1), 014008, 2015 | 225 | 2015 |
| Towards an empirical foundation for assessing bayesian optimization of hyperparameters K Eggensperger, M Feurer, F Hutter, J Bergstra, J Snoek, H Hoos, ... NIPS workshop on Bayesian Optimization in Theory and Practice 10, 3, 2013 | 219 | 2013 |
| Nengo: a Python tool for building large-scale functional brain models T Bekolay, J Bergstra, E Hunsberger, T DeWolf, TC Stewart, ... Frontiers in neuroinformatics 7, 48, 2014 | 216 | 2014 |
| Unsupervised and transfer learning challenge: a deep learning approach GMY Dauphin, X Glorot, S Rifai, Y Bengio, I Goodfellow, E Lavoie, ... Proceedings of ICML Workshop on Unsupervised and Transfer Learning, 97-110, 2012 | 201 | 2012 |
| Challenges in representation learning: A report on three machine learning contests IJ Goodfellow, D Erhan, PL Carrier, A Courville, M Mirza, B Hamner, ... Neural Networks 64, 59-63, 2015 | 165 | 2015 |
| Hyperopt-sklearn: automatic hyperparameter configuration for scikit-learn B Komer, J Bergstra, C Eliasmith ICML workshop on AutoML 9, 50, 2014 | 142 | 2014 |
| Theano: A Python framework for fast computation of mathematical expressions TTD Team, R Al-Rfou, G Alain, A Almahairi, C Angermueller, D Bahdanau, ... arXiv preprint arXiv:1605.02688, 2016 | 118 | 2016 |
| A spike and slab restricted Boltzmann machine A Courville, J Bergstra, Y Bengio Proceedings of the fourteenth international conference on artificial …, 2011 | 109 | 2011 |
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
