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Analysis of Multivariate and High-Dimensional Data
Inge Koch
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Description for Analysis of Multivariate and High-Dimensional Data
hardcover. This modern approach integrates classical and contemporary methods, fusing theory and practice and bridging the gap to statistical learning. Series: Cambridge Series in Statistical and Probabilistic Mathematics. Num Pages: 526 pages, 5 b/w illus. 98 colour illus. 76 tables 138 exercises. BIC Classification: PBT. Category: (P) Professional & Vocational; (U) Tertiary Education (US: College). Dimension: 260 x 180 x 29. Weight in Grams: 1282.
'Big data' poses challenges that require both classical multivariate methods and contemporary techniques from machine learning and engineering. This modern text equips you for the new world - integrating the old and the new, fusing theory and practice and bridging the gap to statistical learning. The theoretical framework includes formal statements that set out clearly the guaranteed 'safe operating zone' for the methods and allow you to assess whether data is in the zone, or near enough. Extensive examples showcase the strengths and limitations of different methods with small classical data, data from medicine, biology, marketing and finance, high-dimensional data ... Read more
'Big data' poses challenges that require both classical multivariate methods and contemporary techniques from machine learning and engineering. This modern text equips you for the new world - integrating the old and the new, fusing theory and practice and bridging the gap to statistical learning. The theoretical framework includes formal statements that set out clearly the guaranteed 'safe operating zone' for the methods and allow you to assess whether data is in the zone, or near enough. Extensive examples showcase the strengths and limitations of different methods with small classical data, data from medicine, biology, marketing and finance, high-dimensional data ... Read more
Product Details
Format
Hardback
Publication date
2013
Publisher
Cambridge University Press United Kingdom
Number of pages
400
Condition
New
Series
Cambridge Series in Statistical and Probabilistic Mathematics
Number of Pages
526
Place of Publication
Cambridge, United Kingdom
ISBN
9780521887939
SKU
V9780521887939
Shipping Time
Usually ships in 7 to 11 working days
Ref
99-7
About Inge Koch
Inge Koch is Associate Professor of Statistics at the University of Adelaide, Australia.
Reviews for Analysis of Multivariate and High-Dimensional Data
'… this book is suitable for readers with various backgrounds and interests and can be read at different levels. … [It] will also be useful for working statisticians who are interested in analysis of multivariate or high-dimensional data.' Yasunori Fujikoshi, Mathematical Reviews 'A major advantage and important feature of this book is that it illustrates the interconnection of various techniques, ... Read more