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» Online Learning Algorithms
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ECTEL
2009
Springer
14 years 10 months ago
Review of Learning in Online Networks and Communities
Kirsti Ala-Mutka, Yves Punie, Anusca Ferrari
NIPS
2000
15 years 1 months ago
A New Approximate Maximal Margin Classification Algorithm
A new incremental learning algorithm is described which approximates the maximal margin hyperplane w.r.t. norm p 2 for a set of linearly separable data. Our algorithm, called alm...
Claudio Gentile
71
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COLT
2010
Springer
14 years 10 months ago
On-line Variance Minimization in O(n2) per Trial?
Elad Hazan, Satyen Kale, Manfred K. Warmuth
112
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COLT
2010
Springer
14 years 10 months ago
Hedging Structured Concepts
We develop an online algorithm called Component Hedge for learning structured concept classes when the loss of a structured concept sums over its components. Example classes inclu...
Wouter M. Koolen, Manfred K. Warmuth, Jyrki Kivine...
107
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COLT
2010
Springer
14 years 10 months ago
Composite Objective Mirror Descent
We present a new method for regularized convex optimization and analyze it under both online and stochastic optimization settings. In addition to unifying previously known firstor...
John Duchi, Shai Shalev-Shwartz, Yoram Singer, Amb...