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DAGSTUHL
2009
13 years 11 months ago
Learning Highly Structured Manifolds: Harnessing the Power of SOMs
Abstract. In this paper we elaborate on the challenges of learning manifolds that have many relevant clusters, and where the clusters can have widely varying statistics. We call su...
Erzsébet Merényi, Kadim Tasdemir, Li...
EEE
2004
IEEE
14 years 1 months ago
Structure-Based Analysis of Web Sites
The performance of information retrieval on the Web is heavily influenced by the organization of Web pages, user navigation patterns, and guidance-related functions. Having observ...
Benjamin Yen
BMCBI
2008
131views more  BMCBI 2008»
13 years 10 months ago
K-OPLS package: Kernel-based orthogonal projections to latent structures for prediction and interpretation in feature space
Background: Kernel-based classification and regression methods have been successfully applied to modelling a wide variety of biological data. The Kernel-based Orthogonal Projectio...
Max Bylesjö, Mattias Rantalainen, Jeremy K. N...
JMLR
2002
138views more  JMLR 2002»
13 years 9 months ago
Learning Probabilistic Models of Link Structure
Most real-world data is heterogeneous and richly interconnected. Examples include the Web, hypertext, bibliometric data and social networks. In contrast, most statistical learning...
Lise Getoor, Nir Friedman, Daphne Koller, Benjamin...
DEXAW
2002
IEEE
147views Database» more  DEXAW 2002»
14 years 3 months ago
FINDER: A Mediator System for Structured and Semi-Structured Data Integration
Manuel Álvarez, Alberto Pan, Juan Raposo, F...