Bayesian instance selection for the nearest neighbor rule

DOI10.1007/s10994-010-5170-2zbMath1470.68102OpenAlexW2083786556MaRDI QIDQ1959627

Marc Boullé, Sylvain Ferrandiz

Publication date: 7 October 2010

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-010-5170-2

zbMATH Keywords

nearest neighbormaximum a posterioriVoronoi tesselationinstance selection

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Bayesian problems; characterization of Bayes procedures (62C10) Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10) Computer graphics; computational geometry (digital and algorithmic aspects) (68U05)

Related Items (1)

A non-negative representation learning algorithm for selecting neighbors

Uses Software

• UCI-ml

Cites Work

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• Reduction techniques for instance-based learning algorithms
• Advances in instance selection for instance-based learning algorithms
• Discriminatory Analysis. Nonparametric Discrimination: Consistency Properties
• Finding Prototypes For Nearest Neighbor Classifiers
• Asymptotic Properties of Nearest Neighbor Rules Using Edited Data
• 10.1162/jmlr.2003.3.4-5.863
• 10.1162/153244303322753616
• Nearest neighbor pattern classification
• On Estimation of a Probability Density Function and Mode
• Self-organizing maps.
• Variable neighborhood search: Principles and applications

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