490 citations · 2.3k across the 62 of their papers we have counts for
Showing 2014Show all
3 papers · 1 filter
math.PR2014★ 9 cited
The continuum-of-urns scheme, generalized beta and Indian buffet processes, and hierarchies thereof
Daniel M. Roy
We describe the combinatorial stochastic process underlying a sequence of conditionally independent Bernoulli processes with a shared beta process hazard measure. As shown by Thiba…
stat.ML2014★ 113 cited
Mondrian Forests: Efficient Online Random Forests
Balaji Lakshminarayanan, Daniel M. Roy, Yee Whye Teh
Ensembles of randomized decision trees, usually referred to as random forests, are widely used for classification and regression tasks in machine learning and statistics. Random fo…
math.ST2014★ 17 cited
The combinatorial structure of beta negative binomial processes
Creighton Heaukulani, Daniel M. Roy
We characterize the combinatorial structure of conditionally-i.i.d. sequences of negative binomial processes with a common beta process base measure. In Bayesian nonparametric appl…