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ICML
2009
IEEE
16 years 3 months ago
Proximal regularization for online and batch learning
Many learning algorithms rely on the curvature (in particular, strong convexity) of regularized objective functions to provide good theoretical performance guarantees. In practice...
Chuong B. Do, Quoc V. Le, Chuan-Sheng Foo
105
Voted
VLSID
2002
IEEE
136views VLSI» more  VLSID 2002»
16 years 2 months ago
Buffered Routing Tree Construction under Buffer Placement Blockages
Interconnect delay has become a critical factor in determining the performance of integrated circuits. Routing and buffering are powerful means of improving the circuit speed and ...
Wei Chen, Massoud Pedram, Premal Buch
INFOCOM
2005
IEEE
15 years 8 months ago
Joint congestion control and media access control design for ad hoc wireless networks
Abstract— We present a model for the joint design of congestion control and media access control (MAC) for ad hoc wireless networks. Using contention graph and contention matrix,...
Lijun Chen, Steven H. Low, John C. Doyle
JMLR
2010
148views more  JMLR 2010»
14 years 9 months ago
A Generalized Path Integral Control Approach to Reinforcement Learning
With the goal to generate more scalable algorithms with higher efficiency and fewer open parameters, reinforcement learning (RL) has recently moved towards combining classical tec...
Evangelos Theodorou, Jonas Buchli, Stefan Schaal
KDD
2009
ACM
150views Data Mining» more  KDD 2009»
16 years 2 months ago
Information theoretic regularization for semi-supervised boosting
We present novel semi-supervised boosting algorithms that incrementally build linear combinations of weak classifiers through generic functional gradient descent using both labele...
Lei Zheng, Shaojun Wang, Yan Liu, Chi-Hoon Lee