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Igor Chikalov - Average Time Complexity of Decision Trees - 9783642226601 - V9783642226601
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Average Time Complexity of Decision Trees

€ 129.83
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Description for Average Time Complexity of Decision Trees Hardback. This monograph generalizes several known results on the topic and considers a number of fresh problems. Combinatorics, probability theory and complexity theory are used in the proofs, as well as concepts from discrete mathematics and computer science. Series: Intelligent Systems Reference Library. Num Pages: 116 pages, biography. BIC Classification: UMB; UYQ. Category: (P) Professional & Vocational. Dimension: 234 x 156 x 7. Weight in Grams: 343.

Decision tree is a widely used form of representing algorithms and knowledge. Compact data models 

and fast algorithms require optimization of tree complexity. This book is a research monograph on 

average 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 time 

complexity of decision trees. Methods of combinatorics, probability theory and complexity theory are used in the proofs as 

well as concepts from various branches of discrete mathematics and computer science. The considered applications include

the study of average depth of decision ... Read more

of 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 specialists 

in test theory, rough set theory, logical analysis of data and machine learning.

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Product Details

Format
Hardback
Publication date
2011
Publisher
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Germany
Number of pages
116
Condition
New
Series
Intelligent Systems Reference Library
Number of Pages
104
Place of Publication
Berlin, Germany
ISBN
9783642226601
SKU
V9783642226601
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15

Reviews for Average Time Complexity of Decision Trees
From the reviews: “The book contains several previously known results on the average time complexity of decision trees for a number of new problems. The author presents bounds on the minimum average time complexity of decision trees. … In summary, the results presented in the book may be of interest for researchers in test theory, rough set theory, and ... Read more

Goodreads reviews for Average Time Complexity of Decision Trees


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