Support Vector Machines and Evolutionary Algorithms for Classification

Name: Support Vector Machines and Evolutionary Algorithms for Classification
Brand: Springer International Publishing AG
SKU: 9783319069401
Price: 551.7 RON
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Autor: Catalin Stoean, Ruxandra Stoean

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Editura: Springer International Publishing AG

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When discussing classification, support vector machines are known to be a capable and efficient tech...

Informații despre carte

Autor

Catalin Stoean, Ruxandra Stoean

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2014

Pagini

122

EAN

9783319069401

ISBN

3319069403

Enbook ID

02644845

Editura

Springer International Publishing AG

Greutate

352

Dimensiuni

162 x 242 x 14

Descriere completă

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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Support Vector Machines and Evolutionary Algorithms for Classification

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