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» Improving Generalization by Data Categorization
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153
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PAKM
2004
15 years 5 months ago
Automatic Generation of Taxonomies from the WWW
In this paper we present a methodology to extract information from the Web to build a taxonomy of terms and Web resources for a given domain. This taxonomy represents a hierarchy o...
David Sánchez, Antonio Moreno
122
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ICDM
2003
IEEE
158views Data Mining» more  ICDM 2003»
15 years 9 months ago
Combining Multiple Weak Clusterings
A data set can be clustered in many ways depending on the clustering algorithm employed, parameter settings used and other factors. Can multiple clusterings be combined so that th...
Alexander P. Topchy, Anil K. Jain, William F. Punc...
154
Voted
DEBU
2010
135views more  DEBU 2010»
15 years 3 months ago
Enhancing Search with Structure
Keyword search has traditionally focussed on retrieving documents in ranked order, given simple keyword queries. Similarly, work on keyword queries on structured data has focussed...
Soumen Chakrabarti, Sunita Sarawagi, S. Sudarshan
156
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IJON
2006
109views more  IJON 2006»
15 years 3 months ago
Integrating the improved CBP model with kernel SOM
In this paper, we first design a more generalized network model, Improved CBP, based on the same structure as Circular BackPropagation (CBP) proposed by Ridella et al. The novelty ...
Qun Dai, Songcan Chen
133
Voted
JFR
2006
140views more  JFR 2006»
15 years 3 months ago
Improving robot navigation through self-supervised online learning
In mobile robotics, there are often features that, while potentially powerful for improving navigation, prove difficult to profit from as they generalize poorly to novel situations...
Boris Sofman, Ellie Lin, J. Andrew Bagnell, John C...