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- University of California, Santa BarbaraUS70 papers
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Showing 2010 · cs.LGShow all
3 papers · 2 filters
cs.LG2010★ 3 cited
Adapting to the Shifting Intent of Search Queries
Umar Syed, Aleksandrs Slivkins, Nina Mishra
Search engines today present results that are often oblivious to abrupt shifts in intent. For example, the query `independence day' usually refers to a US holiday, but the intent o…
cs.LG2010★ 3 cited
Query Strategies for Evading Convex-Inducing Classifiers
Blaine Nelson, Benjamin I. P. Rubinstein, Ling Huang +4
Classifiers are often used to detect miscreant activities. We study how an adversary can systematically query a classifier to elicit information that allows the adversary to evade…
cs.LG2010
On the Stability of Empirical Risk Minimization in the Presence of Multiple Risk Minimizers
Benjamin I. P. Rubinstein, Aleksandr Simma
Recently Kutin and Niyogi investigated several notions of algorithmic stability--a property of a learning map conceptually similar to continuity--showing that training-stability is…