1.4k citations · 5k across the 110 of their papers we have counts for
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cs.LG2015★ 7 cited
Rich Component Analysis
Rong Ge, James Zou
In many settings, we have multiple data sets (also called views) that capture different and overlapping aspects of the same phenomenon. We are often interested in finding patterns…
cs.LG2015★ 12 cited
Intersecting Faces: Non-negative Matrix Factorization With New Guarantees
Rong Ge, James Zou
Non-negative matrix factorization (NMF) is a natural model of admixture and is widely used in science and engineering. A plethora of algorithms have been developed to tackle NMF, b…
stat.ML2015
Crowdsourcing Feature Discovery via Adaptively Chosen Comparisons
James Y. Zou, Kamalika Chaudhuri, Adam Tauman Kalai
We introduce an unsupervised approach to efficiently discover the underlying features in a data set via crowdsourcing. Our queries ask crowd members to articulate a feature common…