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Support Vector Machines and Evolutionary Algorithms for Classification

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Language EnglishEnglish
Book Paperback
Book Support Vector Machines and Evolutionary Algorithms for Classification Catalin Stoean
Libristo code: 14277654
Publishers Springer International Publishing AG, September 2016
When discussing classification, support vector machines are known to be a capable and efficient tech... Full description
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When discussing classification, support vector machines are known to be a capable and efficient technique to learn and predict with high accuracy within a quick time frame. Yet, their black box means to do so make the practical users quite circumspect about relying on it, without much understanding of the how and why of its predictions. The question raised in this book is how can this 'masked hero' be made more comprehensible and friendly to the public: provide a surrogate model for its hidden optimization engine, replace the method completely or appoint a more friendly approach to tag along and offer the much desired explanations? Evolutionary algorithms can do all these and this book presents such possibilities of achieving high accuracy, comprehensibility, reasonable runtime as well as unconstrained performance.

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About the book

Full name Support Vector Machines and Evolutionary Algorithms for Classification
Language English
Binding Book - Paperback
Date of issue 2016
Number of pages 122
EAN 9783319382432
ISBN 3319382438
Libristo code 14277654
Weight 2234
Dimensions 156 x 234 x 235
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