Download the fantastic book titled Decision Tree and Ensemble Learning Based on Ant Colony Optimization written by Jan Kozak, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Decision Tree and Ensemble Learning Based on Ant Colony Optimization", which was released on 20 June 2018. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Technology & Engineering genre.
Summary of Decision Tree and Ensemble Learning Based on Ant Colony Optimization by Jan Kozak PDF
This book not only discusses the important topics in the area of machine learning and combinatorial optimization, it also combines them into one. This was decisive for choosing the material to be included in the book and determining its order of presentation. Decision trees are a popular method of classification as well as of knowledge representation. At the same time, they are easy to implement as the building blocks of an ensemble of classifiers. Admittedly, however, the task of constructing a near-optimal decision tree is a very complex process. The good results typically achieved by the ant colony optimization algorithms when dealing with combinatorial optimization problems suggest the possibility of also using that approach for effectively constructing decision trees. The underlying rationale is that both problem classes can be presented as graphs. This fact leads to option of considering a larger spectrum of solutions than those based on the heuristic. Moreover, ant colony optimization algorithms can be used to advantage when building ensembles of classifiers. This book is a combination of a research monograph and a textbook. It can be used in graduate courses, but is also of interest to researchers, both specialists in machine learning and those applying machine learning methods to cope with problems from any field of R&D.
Detail About Decision Tree and Ensemble Learning Based on Ant Colony Optimization PDF
- Author : Jan Kozak
- Publisher : Springer
- Genre : Technology & Engineering
- Total Pages : 159 pages
- ISBN : 3319937529
- Release Date : 20 June 2018
- PDF File Size : 38,5 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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