1.7k citations · 2.4k across the 56 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
cs.LG2012★ 105 cited
Online Alternating Direction Method
Huahua Wang, Arindam Banerjee
Online optimization has emerged as powerful tool in large scale optimization. In this paper, we introduce efficient online algorithms based on the alternating directions method (AD…
cs.CE2012★ 44 cited
Gap Filling in the Plant Kingdom---Trait Prediction Using Hierarchical Probabilistic Matrix Factorization
Hanhuai Shan, Jens Kattge, Peter Reich +3
Plant traits are a key to understanding and predicting the adaptation of ecosystems to environmental changes, which motivates the TRY project aiming at constructing a global databa…
cs.LG2012★ 11 cited
Gaussian Process Topic Models
Amrudin Agovic, Arindam Banerjee
We introduce Gaussian Process Topic Models (GPTMs), a new family of topic models which can leverage a kernel among documents while extracting correlated topics. GPTMs can be consid…