10.9k citations
- SLAC National Accelerator LaboratoryUS891 papers
- Kavli Institute for Particle Astrophysics and CosmologyUS807 papers
- University of California, BerkeleyUS415 papers
- California Institute of TechnologyUS408 papers
- Centre National de la Recherche ScientifiqueFR406 papers
- Massachusetts Institute of TechnologyUS329 papers
- University of Maryland, College ParkUS289 papers
- Lawrence Berkeley National LaboratoryUS280 papers
- University of MichiganUS274 papers
- University of ChicagoUS264 papers
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Showing 2015 · cs.AIShow all
3 papers · 2 filters
cs.AI2015★ 630 cited
Deep Knowledge Tracing
Chris Piech, Jonathan Spencer, Jonathan Huang +4
Knowledge tracing---where a machine models the knowledge of a student as they interact with coursework---is a well established problem in computer supported education. Though effec…
cs.AI2015★ 101 cited
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach
Yinlam Chow, Aviv Tamar, Shie Mannor +1
In this paper we address the problem of decision making within a Markov decision process (MDP) framework where risk and modeling errors are taken into account. Our approach is to m…
cs.AI2015★ 35 cited
Policy Gradient for Coherent Risk Measures
Aviv Tamar, Yinlam Chow, Mohammad Ghavamzadeh +1
Several authors have recently developed risk-sensitive policy gradient methods that augment the standard expected cost minimization problem with a measure of variability in cost. T…