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» Robust probabilistic projections
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AIPS
2007
15 years 5 months ago
Robust Local Search and Its Application to Generating Robust Schedules
In this paper, we propose an extended local search framework to solve combinatorial optimization problems with data uncertainty. Our approach represents a major departure from sce...
Hoong Chuin Lau, Thomas Ou, Fei Xiao
126
Voted
MCS
2006
Springer
15 years 3 months ago
Variable projections neural network training
8 The training of some types of neural networks leads to separable non-linear least squares problems. These problems may be9 ill-conditioned and require special techniques. A robus...
V. Pereyra, G. Scherer, F. Wong
140
Voted
ICLP
2009
Springer
15 years 10 months ago
An Overview of FORCES: An INRIA Project on Declarative Formalisms for Emergent Systems
Abstract. The FORCES project aims at providing robust and declarative formalisms for analyzing systems in the emerging areas of Security Protocols, Biological Systems and Multimedi...
Jesús Aranda, Gérard Assayag, Carlos...
143
Voted
CIKM
2008
Springer
15 years 5 months ago
On low dimensional random projections and similarity search
Random projection (RP) is a common technique for dimensionality reduction under L2 norm for which many significant space embedding results have been demonstrated. However, many si...
Yu-En Lu, Pietro Liò, Steven Hand
133
Voted
VLDB
2002
ACM
112views Database» more  VLDB 2002»
15 years 3 months ago
Fast and Accurate Text Classification via Multiple Linear Discriminant Projections
Abstract. Support vector machines (SVMs) have shown superb performance for text classification tasks. They are accurate, robust, and quick to apply to test instances. Their only po...
Soumen Chakrabarti, Shourya Roy, Mahesh V. Soundal...