Core Data Analysis: Summarization, Correlation, and Visualization

Language: English

Published by Springer, 2019

3030002705 / 9783030002701

Series: Book 70 of 99 - Undergraduate Topics in Computer Science

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Druck auf Anfrage Neuware - Printed after ordering - This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, divisive clustering and separate cluster finding and another explain the methods for quantitative summarization, Principal Component Analysis and PageRank. Features: An in-depth presentation of K-means partitioning including a corresponding Pythagorean decomposition of the data scatter. Advice regarding such issues as clustering of categorical and mixed scale data, similarity and network data, interpretation aids, anomalous clusters, the number of clusters, etc. Thorough attention to data-driven modelling including a number of mathematically stated relations between statistical and geometrical concepts including those between goodness-of-fit criteria for decision trees and data standardization, similarity and consensus clustering, modularity clustering and uniform partitioning.New edition highlights: Inclusion of ranking issues such as Google PageRank, linear stratification and tied rankings median, consensus clustering, semi-average clustering, one-cluster clustering Restructured to make the logics more straightforward and sections self-containedCore Data Analysis: Summarization, Correlation and Visualization is aimed at those who are eager to participate in developing the field as well as appealing to novices and practitioners.

Seller Inventory # 9783030002701

Title
Core Data Analysis: Summarization, Correlation, and Visualization
Author
Boris Mirkin
Publisher
Springer
Publication year
2019
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3030002705
ISBN 13
9783030002701
Edition
2nd Edition
Item weight
809 grams
Dimensions
235x155x29 mm
Series
Book 70 of 99: Undergraduate Topics in Computer Science

AHA-BUCH GmbH

Einbeck, Germany

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AbeBooks seller since August 14, 2006

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