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» Budget Semi-supervised Learning
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CORR
2008
Springer
86views Education» more  CORR 2008»
13 years 10 months ago
The Ratio Index for Budgeted Learning, with Applications
Ashish Goel, Sanjeev Khanna, Brad Null
ICML
2009
IEEE
14 years 10 months ago
A simpler unified analysis of budget perceptrons
The kernel Perceptron is an appealing online learning algorithm that has a drawback: whenever it makes an error it must increase its support set, which slows training and testing ...
Ilya Sutskever
COLT
2004
Springer
14 years 1 months ago
The Budgeted Multi-armed Bandit Problem
straction of the following scenarios: choosing from among a set of alternative treatments after a fixed number of clinical trials, determining the best parameter settings for a pro...
Omid Madani, Daniel J. Lizotte, Russell Greiner
SIAMCOMP
2008
140views more  SIAMCOMP 2008»
13 years 9 months ago
The Forgetron: A Kernel-Based Perceptron on a Budget
Abstract. The Perceptron algorithm, despite its simplicity, often performs well in online classification tasks. The Perceptron becomes especially effective when it is used in conju...
Ofer Dekel, Shai Shalev-Shwartz, Yoram Singer
HIPC
2009
Springer
13 years 7 months ago
Three scalable approaches to improving many-core throughput for a given peak power budget
Recently proposed techniques for peak power management [18] involve centralized decisionmaking and assume quick evaluation of the various power management states. These techniques...
John Sartori, Rakesh Kumar