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cs.LG2012★ 6 cited
Value Function Approximation in Noisy Environments Using Locally Smoothed Regularized Approximate Linear Programs
Gavin Taylor, Ron Parr
Recently, Petrik et al. demonstrated that L1Regularized Approximate Linear Programming (RALP) could produce value functions and policies which compared favorably to established lin…
cs.LG2012★ 16 cited
Semi-Supervised Collective Classification via Hybrid Label Regularization
Luke McDowell, David Aha
Many classification problems involve data instances that are interlinked with each other, such as webpages connected by hyperlinks. Techniques for "collective classification" (CC)…