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Learning with Feature Partitions (1994)  (Make Corrections)  (1 citation)
Izzet Sirin, H. Altay Güvenir



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Abstract: This report presents a new methodology of learning from examples, based on feature partitioning. Classification by Feature Partitioning (CFP) is a particular implementation of this technique, which is an inductive, incremental, and supervised learning method. Learning in CFP is accomplished by storing the objects separately in each feature dimension as disjoint partitions of values. A partition, a basic unit of representation which is initially a point in the feature dimension, is expanded... (Update)

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...it is generalized to cover the new feature value. Otherwise, a new point partition that corresponds to the new feature value, is inserted [7]. A version of CFP called GACFP has been implemented to learn these parameters of the CFP using a genetic algorithm [4] No similarity and...

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I. S¸irin, "Learning with Feature Partitions" M.Sc. Thesis, Bilkent University, Dept. of Computer Engineering and Info. Sci., Tech. Rep. No. BU-CEIS-9312. http://citeseer.ist.psu.edu/sirin94learning.html   More

@misc{ irin-learning,
  author = "I. irin",
  title = "Learning with Feature Partitions",
  text = "I. S¸irin, Learning with Feature Partitions M.Sc. Thesis, Bilkent University,
    Dept. of Computer Engineering and Info. Sci., Tech. Rep. No. BU-CEIS-9312.",
  url = "citeseer.ist.psu.edu/sirin94learning.html" }
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