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ICMLA
2008
15 years 5 months ago
Distributed Optimization Strategies for Mining on Peer-to-Peer Networks
Peer-to-peer (P2P) networks are distributed systems in which nodes of equal roles and capabilities exchange information and services directly with each other. In recent years, the...
Haimonti Dutta, Ananda Matthur
ADCM
2000
45views more  ADCM 2000»
15 years 4 months ago
Training neural networks with noisy data as an ill-posed problem
This paper is devoted to the analysis of network approximation in the framework of approximation and regularization theory. It is shown that training neural networks and similar n...
Martin Burger, Heinz W. Engl
ESA
2006
Springer
140views Algorithms» more  ESA 2006»
15 years 8 months ago
Latency Constrained Aggregation in Sensor Networks
A sensor network consists of sensing devices which may exchange data through wireless communication. A particular feature of sensor networks is that they are highly energy constrai...
Luca Becchetti, Peter Korteweg, Alberto Marchetti-...
SDM
2007
SIAM
138views Data Mining» more  SDM 2007»
15 years 5 months ago
Fast Newton-type Methods for the Least Squares Nonnegative Matrix Approximation Problem
Dongmin Kim, Suvrit Sra, Inderjit S. Dhillon