Automatic Construction and Natural-Language Description of Nonparametric Regression Models
James Robert Lloyd, David Duvenaud, Roger Grosse, Joshua B. Tenenbaum, Zoubin Ghahramani
Association for the Advancement of Artificial Intelligence (AAAI) Conference, 2014
pdf | slides | code | examples | bibtex
Structure Discovery in Nonparametric Regression through Compositional Kernel Search
David Duvenaud, James Robert Lloyd, Roger Grosse, Joshua B. Tenenbaum, Zoubin Ghahramani
International Conference on Machine Learning, 2013
pdf | code | poster | bibtex
Exploiting compositionality to explore a large space of model structures
Roger Grosse, Ruslan Salakhutdinov, William T. Freeman, Joshua B. Tenenbaum
Conference on Uncertainty in Artificial Intelligence, 2012
pdf | code | bibtex
“It would be very nice to have a formal apparatus that gives us some ‘optimal’ way of recognizing unusual phenomena and inventing new classes of hypotheses that are most likely to contain the true one; but this remains an art for the creative human mind.” E. T. Jaynes 1985