146 citations · 254 across the 22 of their papers we have counts for
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3 papers · 1 filter
cs.LG2014
Outlier-Robust Convex Segmentation
Itamar Katz, Koby Crammer
We derive a convex optimization problem for the task of segmenting sequential data, which explicitly treats presence of outliers. We describe two algorithms for solving this proble…
cs.LG2014★ 11 cited
Optimal Resource Allocation with Semi-Bandit Feedback
Tor Lattimore, Koby Crammer, Csaba Szepesvári
We study a sequential resource allocation problem involving a fixed number of recurring jobs. At each time-step the manager should distribute available resources among the jobs in…
cs.LG2014
Selective Sampling with Drift
Edward Moroshko, Koby Crammer
Recently there has been much work on selective sampling, an online active learning setting, in which algorithms work in rounds. On each round an algorithm receives an input and mak…