Andrzej Skowron, Arkadiusz Wojna  Home/Search
Context
Related
| mimuw.edu.pl/~awojna/pap...localSVDM.ps Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: mimuw.edu.pl/~awoj...publications (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
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)
Active bibliography (related documents): More All
0.6: On the Evolution of Rough Set Exploration System - Bazan, Szczuka, Wojna.. (2004) (Correct)
0.6: On the Evolution - Of Rough Set (Correct)
0.2: Draft for the "Statistical Perspectives on Data Mining" module - Maindonald (2004) (Correct)
Similar documents based on text:
0.0: Unknown - (Correct)
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
Documents on the same site (http://www.mimuw.edu.pl/~awojna/publications.html): More
RIONA: A Classifier Combining Rule Induction and k-NN Method.. - Gora, Wojna (Correct)
Center-Based Indexing in Vector and Metric Spaces - Wojna (2003) (Correct)
Constraint Based Incremental Learning of Classification Rules - Wojna (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC