Research on Mapping Mechanism of Learning Expression

  • Lili Zhou
  • Fanzhang Li
Part of the Lecture Notes in Computer Science book series (LNCS, volume 6401)


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.


Category Category of Machine Learning Learning Expression Mapping Mechanism 


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Copyright information

© Springer-Verlag Berlin Heidelberg 2010

Authors and Affiliations

  • Lili Zhou
    • 1
  • Fanzhang Li
    • 1
  1. 1.School of Computer Science and TechnologySoochow UniversitySuzhouP.R. China

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