Similarity-based Classification: Concepts and Algorithms

@article{Chen2009SimilaritybasedCC,
  title={Similarity-based Classification: Concepts and Algorithms},
  author={Yihua Chen and Eric K. Garcia and Maya R. Gupta and Ali Rahimi and Luca Cazzanti},
  journal={Journal of Machine Learning Research},
  year={2009},
  volume={10},
  pages={747-776}
}
This paper reviews and extends the field of similarity-based classification, presenting new analyses, algorithms, data sets, and a comprehensive set of exper imental results for a rich collection of classification problems. Specifically, the generalizabili ty of using similarities as features is analyzed, design goals and methods for weighting nearest-neig hbors for similarity-based learning are proposed, and different methods for consistently converti ng s milarities into kernels are compared… CONTINUE READING

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