Research on mapping mechanism of learning expression

  • Authors:

  • Lili Zhou;Fanzhang Li

  • Affiliations:

  • School of Computer Science and Technology, Soochow University, Suzhou, P.R. China;School of Computer Science and Technology, Soochow University, Suzhou, P.R. China

  • Venue:
  • RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
  • Year:
  • 2010

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Abstract

In this paper, we propose a description of Machine Learning System (MLS) which is based on the category theory in order to study mapping mechanism of the learning expression. And a detailed instance is provided. This is that Decision Tree Learning (DTL) can be denoted based on category theory. In addition, we prove that the machine learning system is indeed a category, and propose the learning expression and the mapping mechanism of the learning expression based on category theory. Also we describe the proof and verify the mechanism.