1062 search results - page 102 / 213 » Sublinear Optimization for Machine Learning |
114
Voted
ICML
2010
IEEE
15 years 3 months ago
2010
IEEE
This paper formalizes Feature Selection as a Reinforcement Learning problem, leading to a provably optimal though intractable selection policy. As a second contribution, this pape...
124
Voted
COLT
2010
Springer
15 years 5 days ago
2010
Springer
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...
103
Voted
ICML
2008
IEEE
16 years 3 months ago
2008
IEEE
Policy gradient approaches are a powerful instrument for learning how to interact with the environment. Existing approaches have focused on propositional and continuous domains on...
112
Voted
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
We consider the problem of clustering in its most basic form where only a local metric on the data space is given. No parametric statistical model is assumed, and the number of cl...
119
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ALT
2007
Springer
15 years 8 months ago
2007
Springer
This paper deals with the problem of making predictions in the online mode of learning where the dependence of the outcome yt on the signal xt can change with time. The Aggregating...