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26

ICML
2003
IEEE

134views Machine Learning» more ICML 2003»

The Set Covering Machine with Data-Dependent Half-Spaces

14 years 8 months ago

We examine the set covering machine when it uses data-dependent half-spaces for its set of features and bound its generalization error in terms of the number of training errors an...

Mario Marchand, Mohak Shah, John Shawe-Taylor, Mar...

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27

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IJFCS
2008

108views more IJFCS 2008»

Basic Algorithm for Attribute Implications and Functional Dependencies in Graded Setting

13 years 7 months ago

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We present GLinClosure, a graded extension of the well-known LinClosure algorithm. GLinClosure can be used to compute degrees of semantic entailment from sets of fuzzy attribute i...

Radim Belohlávek, Vilém Vychodil

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34

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ECCV
2008
Springer

223views Computer Vision» more ECCV 2008»

Scale-Dependent/Invariant Local 3D Shape Descriptors for Fully Automatic Registration of Multiple Sets of Range Images

14 years 9 months ago

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Abstract. Despite the ubiquitous use of range images in various computer vision applications, little has been investigated about the size variation of the local geometric structure...

John Novatnack, Ko Nishino

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15

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ICML
2008
IEEE

114views Machine Learning» more ICML 2008»

SVM optimization: inverse dependence on training set size

14 years 8 months ago

Download ttic.uchicago.edu

We discuss how the runtime of SVM optimization should decrease as the size of the training data increases. We present theoretical and empirical results demonstrating how a simple ...

Shai Shalev-Shwartz, Nathan Srebro

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19

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IAT
2006
IEEE

104views Intelligent Agents» more IAT 2006»

Content-Based Clustered P2P Search Model Depending on Set Distance

14 years 1 months ago