Instance-Based Regression by Partitioning Feature Projections

A new instance-based learning method is presented for regression problems with high-dimensional data. As an instance-based approach, the conventional method, KNN, is very popular for classification. Although KNN performs well on classification tasks, it does not perform as well on regression problem...

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Veröffentlicht in:	Applied intelligence (Dordrecht, Netherlands) Netherlands), 2004-07, Vol.21 (1), p.57-79
Hauptverfasser:	Guvenir, H Altay, Uysal, Ilhan
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial intelligence Classification Learning Machine learning Mars Partitioning Projection Regression Statistics Studies Tasks
Online-Zugang:	Volltext
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