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IJCNN
2006
IEEE
15 years 10 months ago
Model Selection via Bilevel Optimization
— A key step in many statistical learning methods used in machine learning involves solving a convex optimization problem containing one or more hyper-parameters that must be sel...
Kristin P. Bennett, Jing Hu, Xiaoyun Ji, Gautam Ku...
SIGMOD
2001
ACM
136views Database» more  SIGMOD 2001»
16 years 4 months ago
Selectivity Estimation using Probabilistic Models
Estimating the result size of complex queries that involve selection on multiple attributes and the join of several relations is a difficult but fundamental task in database query...
Lise Getoor, Benjamin Taskar, Daphne Koller
DICTA
2003
15 years 5 months ago
Model Selection Criteria in Computer Vision: Are They Different?
 This paper presents an extensive survey of  model selection techniques for  computer vision applications. A large number of existing model selection criteria...
Niloofar Gheissari, Alireza Bab-Hadiashar
149
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CIBCB
2006
IEEE
15 years 10 months ago
A Model-Free Greedy Gene Selection for Microarray Sample Class Prediction
— Microarray data analysis is notoriously challenging as it involves a huge number of genes compared to only a limited number of samples. Gene selection, to detect the most signi...
Yi Shi, Zhipeng Cai, Lizhe Xu, Wei Ren, Randy Goeb...
ICCV
2007
IEEE
15 years 10 months ago
Two-View Motion Segmentation by Mixtures of Dirichlet Process with Model Selection and Outlier Removal
This paper presents a novel motion segmentation algorithm on the basis of mixture of Dirichlet process (MDP) models, a kind of nonparametric Bayesian framework. In contrast to pre...
Yong-Dian Jian, Chu-Song Chen