469 citations · 2k across the 43 of their papers we have counts for
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cs.LG2012★ 27 cited
Markov Determinantal Point Processes
Raja Hafiz Affandi, Alex Kulesza, Emily B. Fox
A determinantal point process (DPP) is a random process useful for modeling the combinatorial problem of subset selection. In particular, DPPs encourage a random subset Y to contai…
stat.ME2012★ 30 cited
Multiresolution Gaussian Processes
Emily B. Fox, David B. Dunson
We propose a multiresolution Gaussian process to capture long-range, non-Markovian dependencies while allowing for abrupt changes. The multiresolution GP hierarchically couples a c…
stat.ML2012★ 3 cited
Concept Modeling with Superwords
Khalid El-Arini, Emily B. Fox, Carlos Guestrin
In information retrieval, a fundamental goal is to transform a document into concepts that are representative of its content. The term "representative" is in itself challenging to…