Efficient Pattern Recognition Using a New Transformation Distance

@inproceedings{Simard1992EfficientPR,
  title={Efficient Pattern Recognition Using a New Transformation Distance},
  author={Patrice Y. Simard and Yann LeCun and John S. Denker},
  booktitle={NIPS},
  year={1992}
}
Memory-based classification algorithms such as radial basis functions or K-nearest neighbors typically rely on simple distances (Euclidean, dot product ... ), which are not particularly meaningful on pattern vectors. More complex, better suited distance measures are often expensive and rather ad-hoc (elastic matching, deformable templates). We propose a new distance measure which (a) can be made locally invariant to any set of transformations of the input and (b) can be computed efficiently. We… CONTINUE READING
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