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» Budget Semi-supervised Learning
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CORR
2008
Springer
86views Education» more  CORR 2008»
14 years 9 months ago
The Ratio Index for Budgeted Learning, with Applications
Ashish Goel, Sanjeev Khanna, Brad Null
ICML
2009
IEEE
15 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
15 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»
14 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
14 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