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COLT
2006
Springer
15 years 10 months ago
Online Learning Meets Optimization in the Dual
We describe a novel framework for the design and analysis of online learning algorithms based on the notion of duality in constrained optimization. We cast a sub-family of universa...
Shai Shalev-Shwartz, Yoram Singer
WCE
2007
15 years 7 months ago
Neural Networks for Optimal Control of Aircraft Landing Systems
Abstract—In this work we present a variational formulation for a multilayer perceptron neural network. With this formulation any learning task for the neural network is defined ...
Kevin Lau, Roberto Lopez, Eugenio Oñate
AUTOMATICA
2005
112views more  AUTOMATICA 2005»
15 years 6 months ago
Optimal controller tuning for nonlinear processes
: This work proposes a systematic methodology for the optimal selection of controller parameters, in the sense of minimizing a performance index which is a quadratic function of th...
Nikolaos Kazantzis, Costas Kravaris, Costas Tseron...
QUESTA
2002
86views more  QUESTA 2002»
15 years 6 months ago
Optimality of D-Policies for an M/G/1 Queue with a Removable Server
We consider an M/G/1 queue with a removable server. When a customer arrives, the workload becomes known. The cost structure consists of switching costs, running costs, and holding ...
Eugene A. Feinberg, Offer Kella
ACL
2010
15 years 4 months ago
WSD as a Distributed Constraint Optimization Problem
This work models Word Sense Disambiguation (WSD) problem as a Distributed Constraint Optimization Problem (DCOP). To model WSD as a DCOP, we view information from various knowledg...
Siva Reddy, Abhilash Inumella