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CIARP
2005
Springer
15 years 3 months ago
Non-supervised Classification of 2D Color Images Using Kohonen Networks and a Novel Metric
We describe the application of 1-Dimensional Kohonen Networks in the classification of color 2D images which has been evaluated in Popocatépetl Volcano’s images. The Popocatépe...
Ricardo Pérez-Aguila, Pilar Gómez-Gi...
ICPR
2002
IEEE
15 years 11 months ago
Adaptive Kernel Metric Nearest Neighbor Classification
Nearest neighbor classification assumes locally constant class conditional probabilities. This assumption becomes invalid in high dimensions due to the curse-ofdimensionality. Sev...
Jing Peng, Douglas R. Heisterkamp, H. K. Dai
PAMI
2002
116views more  PAMI 2002»
14 years 9 months ago
Locally Adaptive Metric Nearest-Neighbor Classification
Carlotta Domeniconi, Jing Peng, Dimitrios Gunopulo...
ICPR
2006
IEEE
15 years 11 months ago
Metric tree partitioning and Taylor approximation for fast support vector classification
This paper presents a method to speed up support vector classification, especially important when data is highdimensional. Unlike previous approaches which focus on less support v...
Thang V. Pham, Arnold W. M. Smeulders
BMCBI
2007
128views more  BMCBI 2007»
14 years 10 months ago
Compression-based classification of biological sequences and structures via the Universal Similarity Metric: experimental assess
Background: Similarity of sequences is a key mathematical notion for Classification and Phylogenetic studies in Biology. It is currently primarily handled using alignments. Howeve...
Paolo Ferragina, Raffaele Giancarlo, Valentina Gre...