632 citations · 1.1k across the 9 of their papers we have counts for
Showing 2012 · cs.LGShow all
3 papers · 2 filters
cs.LG2012★ 125 cited
Discriminative Probabilistic Models for Relational Data
Ben Taskar, Pieter Abbeel, Daphne Koller
In many supervised learning tasks, the entities to be labeled are related to each other in complex ways and their labels are not independent. For example, in hypertext classificati…
cs.LG2012★ 60 cited
Multi-View Learning over Structured and Non-Identical Outputs
Kuzman Ganchev, Joao Graca, John Blitzer +1
In many machine learning problems, labeled training data is limited but unlabeled data is ample. Some of these problems have instances that can be factored into multiple views, eac…
cs.LG2012★ 106 cited
Learning Determinantal Point Processes
Alex Kulesza, Ben Taskar
Determinantal point processes (DPPs), which arise in random matrix theory and quantum physics, are natural models for subset selection problems where diversity is preferred. Among…