Average time complexity of decision trees / Igor Chikalov.
"Decision tree is a widely used form of representing algorithms and knowledge. Compact data modelsand fast algorithms require optimization of tree complexity. This book is a research monograph onaverage time complexity of decision trees. It generalizes several known results and considers a numb...
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| Main Author: | |
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| Format: | Ebook |
| Language: | English |
| Published: |
Berlin :
Springer,
[2011]
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| Series: | Intelligent systems reference library ;
v. 21. |
| Subjects: | |
| Online Access: | Springer eBooks |
| Summary: | "Decision tree is a widely used form of representing algorithms and knowledge. Compact data modelsand fast algorithms require optimization of tree complexity. This book is a research monograph onaverage time complexity of decision trees. It generalizes several known results and considers a number of new problems.The book contains exact and approximate algorithms for decision tree optimization, and bounds on minimum average timecomplexity of decision trees. Methods of combinatorics, probability theory and complexity theory are used in the proofs aswell as concepts from various branches of discrete mathematics and computer science. The considered applications includethe study of average depth of decision trees for Boolean functions from closed classes, the comparison of results of the performanceof greedy heuristics for average depth minimization with optimal decision trees constructed by dynamic programming algorithm,and optimization of decision trees for the corner point recognition problem from computer vision.The book can be interesting for researchers working on time complexity of algorithms and specialistsin test theory, rough set theory, logical analysis of data and machine learning."--Publisher's website. |
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| Physical Description: | 1 online resource (xii, 99 pages) : illustrations. |
| Format: | Mode of access: World Wide Web. |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: | 1283476495 3642226612 9781283476492 9783642226618 |
| ISSN: | 1868-4394 ; |