Classification Using Φ-Machines and Constructive Function Approximation.

Classification Using Φ-Machines and Constructive Function Approximation.

This article presents a new classification algorithm, called CLEF, which induces a PHgr-machine by constructing its own features based on the training data. The features can be viewed as defining subsets of the instance space, and they allow CLEF to create useful non-linear functions over the input...

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Bibliographic Details
Published in:Machine learning. 55, 1 (2004).
Main Author: Precup, Doina
Format: Article
Language:English
Subjects:
Classification.
Constructive induction.
Linear machine.
Φ-machine.
Non-linear discrimination.
Decision tree.
Support vector machine.