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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…