C5.0 System

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A C5.0 System is a fully-supervised decision tree learning system that implements the C4.5 algorithm.



References


2015

  • (Wikipedia, 2015) ⇒ http://en.wikipedia.org/wiki/C4.5_algorithm#Improvements_in_C5 Retrieved:2015-10-23.
    • Quinlan went on to create C5.0 and See5 (C5.0 for Unix/Linux, See5 for Windows) which he markets commercially. C5.0 offers a number of improvements on C4.5. Some of these are: [1] [2]
      • Speed - C5.0 is significantly faster than C4.5 (several orders of magnitude)
      • Memory usage - C5.0 is more memory efficient than C4.5
      • Smaller decision trees - C5.0 gets similar results to C4.5 with considerably smaller decision trees.
      • Support for boosting - Boosting improves the trees and gives them more accuracy.
      • Weighting - C5.0 allows you to weight different cases and misclassification types.
      • Winnowing - a C5.0 option automatically winnows the attributes to remove those that may be unhelpful.
    • Source for a single-threaded Linux version of C5.0 is available under the GPL.
  • Is See5/C5.0 Better Than C4.5?
  • M. Kuhn and K. Johnson, Applied Predictive Modeling, Springer 2013