Core Concepts in Data Analysis: Summarization, Correlation and Visualization
Author:   Boris Mirkin
Publisher:   Springer London Ltd
Edition:   2011 ed.
ISBN:  

9780857292865


Pages:   390
Publication Date:   07 April 2011
Replaced By:   9783030002701
Format:   Paperback
Availability:   In Print   Availability explained
Limited stock is available. It will be ordered for you and shipped pending supplier's limited stock.

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Core Concepts in Data Analysis: Summarization, Correlation and Visualization


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Author:   Boris Mirkin
Publisher:   Springer London Ltd
Imprint:   Springer London Ltd
Edition:   2011 ed.
Dimensions:   Width: 15.50cm , Height: 2.10cm , Length: 23.50cm
Weight:   0.629kg
ISBN:  

9780857292865


ISBN 10:   0857292862
Pages:   390
Publication Date:   07 April 2011
Audience:   College/higher education ,  Undergraduate
Replaced By:   9783030002701
Format:   Paperback
Publisher's Status:   Out of Print
Availability:   In Print   Availability explained
Limited stock is available. It will be ordered for you and shipped pending supplier's limited stock.

Table of Contents

Introduction.-1D Analysis: Summarization and Visualisation of a Single Feature.-2D Analysis: Correlation and Visualition of Two Features.-Learning Multivariate Correlations in Data.-Principal Component Analysis and SVD.-K-Means and Related Clustering Methods.-Hierarchial Clustering.-Approximate and Spectral Clustering for Network and Affinity Data.

Reviews

From the reviews: Oriented toward undergraduate students in the computer science field, this work offers a unique approach to data analysis by focusing primarily on summarization, correlation, and visualization techniques instead of more broad-based approaches. Summarization is the more prevalent topic in this book, with detailed coverage of clustering and principal component analysis--two important areas of summarization often treated as heuristics. ! Summing Up: Highly recommended. Upper-division undergraduates and faculty. (D. J. Gougeon, Choice, Vol. 49 (2), October, 2011)


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