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» Convergence analysis of online algorithms
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ESANN
2006
13 years 8 months ago
OnlineDoubleMaxMinOver: a simple approximate time and information efficient online Support Vector Classification method
Abstract. We present the OnlineDoubleMaxMinOver approach to obtain the Support Vectors in two class classification problems. With its linear time complexity and linear convergence ...
Daniel Schneegaß, Thomas Martinetz, Michael ...
JMLR
2010
195views more  JMLR 2010»
13 years 5 months ago
Online Learning for Matrix Factorization and Sparse Coding
Sparse coding—that is, modelling data vectors as sparse linear combinations of basis elements—is widely used in machine learning, neuroscience, signal processing, and statisti...
Julien Mairal, Francis Bach, Jean Ponce, Guillermo...
CCS
2010
ACM
14 years 2 months ago
A game theoretic model for digital identity and trust in online communities
Digital identity and trust management mechanisms play an important role on the Internet. They help users make decisions on trustworthiness of digital identities in online communit...
Tansu Alpcan, Cengiz Örencik, Albert Levi, Er...
SIAMAM
2008
97views more  SIAMAM 2008»
13 years 7 months ago
Convergence of Dual Algorithm with Arbitrary Communication Delays
We study the issue of convergence of user rates and resource prices under a family of rate control schemes called dual algorithms with arbitrary communication delays. We first con...
Richard J. La, Priya Ranjan
AUSDM
2006
Springer
114views Data Mining» more  AUSDM 2006»
13 years 11 months ago
Consolidated Trees: An Analysis of Structural Convergence
When different subsamples of the same data set are used to induce classification trees, the structure of the built classifiers is very different. The stability of the structure of ...
Jesús M. Pérez, Javier Muguerza, Ola...