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» Learning Switching Concepts

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FOCS
2010
IEEE

165views Theoretical Computer Science» more FOCS 2010»

Learning Convex Concepts from Gaussian Distributions with PCA

14 years 9 months ago

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We present a new algorithm for learning a convex set in n-dimensional space given labeled examples drawn from any Gaussian distribution. The complexity of the algorithm is bounded ...

Santosh Vempala

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108

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SDM
2007
SIAM

176views Data Mining» more SDM 2007»

Adaptive Concept Learning through Clustering and Aggregation of Relational Data

15 years 1 months ago

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We introduce a new approach for Clustering and Aggregating Relational Data (CARD). We assume that data is available in a relational form, where we only have information about the ...

Hichem Frigui, Cheul Hwang

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132

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BMCBI
2006

150views more BMCBI 2006»

Instance-based concept learning from multiclass DNA microarray data

14 years 12 months ago

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Background: Various statistical and machine learning methods have been successfully applied to the classification of DNA microarray data. Simple instance-based classifiers such as...

Daniel P. Berrar, Ian Bradbury, Werner Dubitzky

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DIS
2009
Springer

95views Theoretical Computer Science» more DIS 2009»

Discovering Abstract Concepts to Aid Cross-Map Transfer for a Learning Agent

15 years 6 months ago

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Cédric Herpson, Vincent Corruble

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