632 citations · 841 across the 3 of their papers we have counts for
3 papers
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…
stat.ML2012★ 84 cited
Structured Prediction Cascades
David Weiss, Benjamin Sapp, Ben Taskar
Structured prediction tasks pose a fundamental trade-off between the need for model complexity to increase predictive power and the limited computational resources for inference in…
stat.ML2012★ 632 cited
Determinantal point processes for machine learning
Alex Kulesza, Ben Taskar
Determinantal point processes (DPPs) are elegant probabilistic models of repulsion that arise in quantum physics and random matrix theory. In contrast to traditional structured mod…