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» Online Passive-Aggressive Algorithms on a Budget
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JMLR
2010
119views more  JMLR 2010»
13 years 2 days ago
Online Passive-Aggressive Algorithms on a Budget
Zhuang Wang, Slobodan Vucetic
NIPS
2003
13 years 6 months ago
Online Passive-Aggressive Algorithms
We present a family of margin based online learning algorithms for various prediction tasks. In particular we derive and analyze algorithms for binary and multiclass categorizatio...
Shai Shalev-Shwartz, Koby Crammer, Ofer Dekel, Yor...
SDM
2010
SIAM
165views Data Mining» more  SDM 2010»
13 years 6 months ago
Exact Passive-Aggressive Algorithm for Multiclass Classification Using Support Class
The Passive Aggressive framework [1] is a principled approach to online linear classification that advocates minimal weight updates i.e., the least required so that the current tr...
Shin Matsushima, Nobuyuki Shimizu, Kazuhiro Yoshid...
SADM
2010
128views more  SADM 2010»
13 years 3 months ago
Online training on a budget of support vector machines using twin prototypes
: This paper proposes twin prototype support vector machine (TVM), a constant space and sublinear time support vector machine (SVM) algorithm for online learning. TVM achieves its ...
Zhuang Wang, Slobodan Vucetic
ICCD
2011
IEEE
296views Hardware» more  ICCD 2011»
12 years 4 months ago
DPPC: Dynamic power partitioning and capping in chip multiprocessors
—A key challenge in chip multiprocessor (CMP) design is to optimize the performance within a power budget limited by the CMP’s cooling, packaging, and power supply capacities. ...
Kai Ma, Xiaorui Wang, Yefu Wang