Automatic Design of Decision Tree Induction Algorithms is popular PDF and ePub book, written by Rodrigo C. Barros in 2015-02-04, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Automatic Design of Decision Tree Induction Algorithms can be Read Online from any device for your convenience.
Automatic Design of Decision Tree Induction Algorithms Book PDF Summary
Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics. "Automatic Design of Decision-Tree Induction Algorithms" would be highly useful for machine learning and evolutionary computation students and researchers alike.
Detail Book of Automatic Design of Decision Tree Induction Algorithms PDF
- Author : Rodrigo C. Barros
- Release : 04 February 2015
- Publisher : Springer
- ISBN : 9783319142319
- Genre : Computers
- Total Page : 184 pages
- Language : English
- PDF File Size : 7,9 Mb
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