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K Nearest Neighbor Classification with Local Induction of the Simple Value Dierence Metric  (Make Corrections)  
Andrzej Skowron, Arkadiusz Wojna



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Abstract: The classical k nearest neighbor (k-nn) classification assumes that a fixed global metric is defined and searching for nearest neighbors is always based on this global metric. In the paper we present a model with local induction of a metric. Any test object induces a local metric from the neighborhood of this object and selects k nearest neighbors according to this locally induced metric. To induce both the global and the local metric we use the weighted Simple Value Di#erence Metric... (Update)

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BibTeX entry:   (Update)

@misc{ skowron-nearest,
  author = "Andrzej Skowron and Arkadiusz Wojna",
  title = "K Nearest Neighbor Classification with Local Induction of the Simple Value
    Dierence Metric",
  url = "citeseer.ist.psu.edu/745178.html" }
Citations (may not include all citations):
2133   Pattern Classification and Scene Analysis (context) - Duda, Hart - 1973
976   Machine Learning (context) - Mitchell - 1997
947   Statistical Learning Theory (context) - Vapnik - 1998
696   UCI repository of machine learning databases (context) - Blake, Merz - 1998
286   Nearest neighbor pattern classification (context) - Cover, Hart - 1967
220   Rough Sets - Theoretical Aspects of Reasoning about Data (context) - Pawlak - 1991
96   Discriminant adaptive nearest neighbor classification - Hastie, Tibshirani - 1996
66   Flexible metric nearest neighbor classification - Friedman - 1994
49   Unifying instance-based and rule-based induction - Domingos - 1996
5   Statistical modeling - the two cultures (context) - Breiman - 2001
3   RIONA: a new classification system combining rule induction .. - Gora, Wojna - 2002
3   Center-based indexing in vector and metric spaces - Wojna - 2003
1   Information granules and rough-neural computing (context) - Skowron, Stepaniuk - 2003
1   cient local flexible nearest neighbor classification (context) - Domeniconi, Gunopulos - 2002

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