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166
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CVPR
2012
IEEE
13 years 6 months ago
Learning hierarchical similarity metrics
Categories in multi-class data are often part of an underlying semantic taxonomy. Recent work in object classification has found interesting ways to use this taxonomy structure t...
Nakul Verma, Dhruv Mahajan, Sundararajan Sellamani...
146
Voted
ACCV
2009
Springer
15 years 7 months ago
Efficient Classification of Images with Taxonomies
We study the problem of classifying images into a given, pre-determined taxonomy. The task can be elegantly translated into the structured learning framework. Structured learning, ...
Alexander Binder, Motoaki Kawanabe, Ulf Brefeld
156
Voted
WWW
2004
ACM
16 years 4 months ago
Web taxonomy integration using support vector machines
We address the problem of integrating objects from a source taxonomy into a master taxonomy. This problem is not only currently pervasive on the web, but also important to the eme...
Dell Zhang, Wee Sun Lee
111
Voted
DEXA
2005
Springer
98views Database» more  DEXA 2005»
15 years 9 months ago
Transforming Software Package Classification Hierarchies into Goal-Based Taxonomies
Software package selection is an activity that plays an increasingly crucial role in the delivery of software systems. One of its main open issues is how to structure the knowledge...
Claudia P. Ayala, Xavier Franch
142
Voted
BMCBI
2010
118views more  BMCBI 2010»
15 years 3 months ago
From learning taxonomies to phylogenetic learning: Integration of 16S rRNA gene data into FAME-based bacterial classification
Background: Machine learning techniques have shown to improve bacterial species classification based on fatty acid methyl ester (FAME) data. Nonetheless, FAME analysis has a limit...
Bram Slabbinck, Willem Waegeman, Peter Dawyndt, Pa...