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A re-weighting strategy for improving margins

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Publication:1605285
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DOI10.1016/S0004-3702(02)00122-4zbMath0995.68076MaRDI QIDQ1605285

Alessandro Sperduti, Fabio Aiolli

Publication date: 15 July 2002

Published in: Artificial Intelligence (Search for Journal in Brave)


zbMATH Keywords

marginsmachine learningmulti-class classificationinvariant pattern recognitionlearning Vector Quantizationnearest Neighborre-weightingtangent distance


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)


Related Items

Aspects in classification learning -- review of recent developments in learning vector quantization


Uses Software

  • LVQ_PAK


Cites Work

  • Improved generalization through explicit optimization of margins
  • Boosting the margin: a new explanation for the effectiveness of voting methods
  • The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network
  • Unnamed Item


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