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Reduction Techniques for Instance-Based Learning Algorithms

Machine Learning · 2000 · Vol. 38(3) · pp. 257–286
D.R. WilsonTony Martinez
Machine Learning and Data ClassificationMachine Learning and AlgorithmsData Stream Mining TechniquesComputer scienceGeneralizationReduction (mathematics)Noise (video)Class (philosophy)AlgorithmArtificial intelligenceNoise reductionMachine learningMathematics
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1,180
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References
Practical Nonparametric Statistics
Technometrics · 2000 · 11,103 citations
The condensed nearest neighbor rule (Corresp.)
IEEE Transactions on Information Theory · 1968 · 1,717 citations
Combinatorial Optimization: Algorithms and Complexity.
American Mathematical Monthly · 1984 · 6,030 citations
Features of similarity.
Psychological Review · 1977 · 7,238 citations
Nearest neighbor pattern classification
IEEE Transactions on Information Theory · 1967 · 15,642 citations
Instance-Based Learning Algorithms
Machine Learning · 1991 · 4,094 citations
Counterpropagation networks
Applied Optics · 1987 · 715 citations
Instance-based learning algorithms
Machine Learning · 1991 · 2,904 citations
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