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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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BibTeX entry:   (Update)

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" }
Citations (may not include all citations):
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503   Instance-Based Learning Algorithms (context) - Aha, Kibler et al. - 1991
493   Communications of the ACM (context) - Valiant, of et al. - 1984
465   Learnability and the Vapnik-Chervonenkis Dimension (context) - Blumer, EhrenFeucht et al. - 1989
371   Explanation-Based Generalization: A Unifying View (context) - Mitchell, Keller et al. - 1986
317   Learning Quickly When Irrelevant Attributes Abound: A New Li.. (context) - Littlestone - 1988
233   The CN2 Induction Algorithm - Clark, Niblett - 1989
231   The Use of Multiple Measurements in Taxonomic Problems (context) - Fisher - 1936
207   Explanation-Based Learning: An Alternative View (context) - Dejong, Mooney - 1986
149   Quantifying Inductive Bias: AI Learning Algorithms and Valia.. (context) - Haussler - 1988
142   Learning from Noisy Examples (context) - Angluin, Laird - 1988
125   Learning with Many Irrelevant Features - Almuallim, Dietterich - 1991
107   A Nearest Hyperrectangle Learning Method (context) - Salzberg - 1991

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