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» Crafting Papers on Machine Learning
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ICML
2008
IEEE
16 years 6 months ago
Fast solvers and efficient implementations for distance metric learning
In this paper we study how to improve nearest neighbor classification by learning a Mahalanobis distance metric. We build on a recently proposed framework for distance metric lear...
Kilian Q. Weinberger, Lawrence K. Saul
ICALT
2006
IEEE
15 years 11 months ago
A Relationship between e-Learning Performance and Personality
This paper investigated whether learner’s personality features might have effects on uses of Web-based Hypermedia Systems, which has been used in the electronic learning (e-Lear...
Amal Al-Dujaily, Hokyoung Ryu
ICML
1995
IEEE
15 years 9 months ago
Learning with Rare Cases and Small Disjuncts
Systems that learn from examples often create a disjunctive concept definition. Small disjuncts are those disjuncts which cover only a few training examples. The problem with sma...
Gary M. Weiss
138
Voted
GECCO
2007
Springer
187views Optimization» more  GECCO 2007»
15 years 11 months ago
Defining implicit objective functions for design problems
In many design tasks it is difficult to explicitly define an objective function. This paper uses machine learning to derive an objective in a feature space based on selected examp...
Sean Hanna
KDD
2005
ACM
143views Data Mining» more  KDD 2005»
16 years 6 months ago
SVM selective sampling for ranking with application to data retrieval
Learning ranking (or preference) functions has been a major issue in the machine learning community and has produced many applications in information retrieval. SVMs (Support Vect...
Hwanjo Yu