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NIPS
2000
15 years 3 months ago
Regularized Winnow Methods
In theory, the Winnow multiplicative update has certain advantages over the Perceptron additive update when there are many irrelevant attributes. Recently, there has been much eff...
Tong Zhang
ISMB
1993
15 years 3 months ago
Finding Relevant Biomolecular Features
Manymethods for analyzing biological problems are constrained by problemsize. Theability to distinguish betweenrelevant andirrelevant features of a problemmay allowa problemto be ...
Lawrence Hunter, Teri E. Klein
TKDE
2008
112views more  TKDE 2008»
15 years 2 months ago
IDD: A Supervised Interval Distance-Based Method for Discretization
This paper introduces a new method for supervised discretization based on interval distances by using a novel concept of neighborhood in the target's space. The proposed metho...
Francisco J. Ruiz, Cecilio Angulo, Núria Ag...
AUSAI
2010
Springer
15 years 1 months ago
Database Normalization as a By-product of Minimum Message Length Inference
Database normalization is a central part of database design in which we re-organise the data stored so as to progressively ensure that as few anomalies occur as possible upon inser...
David L. Dowe, Nayyar Abbas Zaidi
PVLDB
2010
110views more  PVLDB 2010»
15 years 29 days ago
Evaluation of entity resolution approaches on real-world match problems
Despite the huge amount of recent research efforts on entity resolution (matching) there has not yet been a comparative evaluation on the relative effectiveness and efficiency of ...
Hanna Köpcke, Andreas Thor, Erhard Rahm