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114
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ICML
2007
IEEE
16 years 4 months ago
Local similarity discriminant analysis
We propose a local, generative model for similarity-based classification. The method is applicable to the case that only pairwise similarities between samples are available. The c...
Luca Cazzanti, Maya R. Gupta
108
Voted
TKDE
2002
117views more  TKDE 2002»
15 years 3 months ago
Unsupervised Learning with Mixed Numeric and Nominal Data
Cen Li, Gautam Biswas
127
Voted
DAC
2008
ACM
16 years 4 months ago
Efficient system design space exploration using machine learning techniques
Alok N. Choudhary, Berkin Özisikyilmaz, Gokha...
135
Voted
ALT
1998
Springer
15 years 8 months ago
Lower Bounds for the Complexity of Learning Half-Spaces with Membership Queries
Exact learning of half-spaces over finite subsets of IRn from membership queries is considered. We describe the minimum set of labelled examples separating the target concept from ...
Valery N. Shevchenko, Nikolai Yu. Zolotykh
151
Voted
CVPR
2007
IEEE
16 years 5 months ago
The Hierarchical Isometric Self-Organizing Map for Manifold Representation
We present an algorithm, Hierarchical ISOmetric SelfOrganizing Map (H-ISOSOM), for a concise, organized manifold representation of complex, non-linear, large scale, high-dimension...
Haiying Guan, Matthew Turk