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Volume 4: New Challenges for Feature Selection in Data Mining and Knowledge Discovery, 15 September 2008, Antwerp, Belgium
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Editors: Yvan Saeys, Huan Liu, Iñaki Inza, Louis Wehenkel, Yves Van de Pee
Preface
Preface
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:1-4
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Accepted Papers
Approximating Mutual Information by Maximum Likelihood Density Ratio Estimation
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:5-20
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Quality assessment of nonlinear dimensionality reduction based on $K$-ary neighborhoods
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:21-35
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Multi-Source Feature Selection via Geometry-Dependent Covariance Analysis
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:36-47
[abs][Download PDF]
Unsupervised feature selection applied to SPOT5 satellite images indexing
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:48-59
[abs][Download PDF]
Exploiting tree-based variable importances to selectively identify relevant variables
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:60-73
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A Bayesian View of Challenges in Feature Selection: Feature Aggregation, Multiple Targets, Redundancy and Interaction
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:74-89
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On the Relationship Between Feature Selection and Classification Accuracy
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:90-105
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Unsupervised Feature Selection for Pattern Discovery in Seismic Wavefields
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:106-121
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Keyword Optimization in Sponsored Search via Feature Selection
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:122-134
[abs][Download PDF]
Transferring Knowledge by Prior Feature Sampling
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:135-147
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Best Agglomerative Ranked Subset for Feature Selection
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:148-162
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Unsupervised Variable Selection: when random rankings sound as irrelevancy
; Proceedings of the Workshop on New Challenges for Feature Selection in Data Mining and Knowledge Discovery at ECML/PKDD 2008, PMLR 4:163-177
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