An Introduction to Support Vector Machines pdf epub mobi txt 電子書下載2025

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出版者:Cambridge University Press

作者:Nello Cristianini

出品人:

頁數:204

译者:

出版時間:2000-03-28

價格:USD 83.00

裝幀:Hardcover

isbn號碼:9780521780193

叢書系列:

圖書標籤:

機器學習
SVM
Machine_Learning
數學
TML
計算機科學
計算機
pattern_recognition

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This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning system based on recent advances in statistical learning theory. SVMs deliver state-of-the-art performance in real-world applications such as text categorisation, hand-written character recognition, image classification, biosequences analysis, etc., and are now established as one of the standard tools for machine learning and data mining. Students will find the book both stimulating and accessible, while practitioners will be guided smoothly through the material required for a good grasp of the theory and its applications. The concepts are introduced gradually in accessible and self-contained stages, while the presentation is rigorous and thorough. Pointers to relevant literature and web sites containing software ensure that it forms an ideal starting point for further study. Equally, the book and its associated web site will guide practitioners to updated literature, new applications, and on-line software.