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    The Fern algorithm for intelligent discretization

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    HALL-THESIS.pdf (1020.Kb)
    Date
    2012-08
    Author
    Hall, John Wendell
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    Abstract
    This thesis proposes and tests a recursive, adpative, and computationally inexpensive method for partitioning real-number spaces. When tested for proof-of-concept on both one- and two- dimensional classification and control problems, the Fern algorithm was found to work well in one dimension, moderately well for two-dimensional classification, and not at all for two-dimensional control. Testing ferns as pure discretizers - which would involve a secondary discrete learner - has been left to future work.
    Department
    Mechanical Engineering
    Description
    text
    Subject
    Discrete
    Unsupervised learning
    Tree structure
    Multi-agent systems
    URI
    http://hdl.handle.net/2152/ETD-UT-2012-08-6376
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