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In den WarenkorbZustand: NEW.
Sprache: Englisch
Verlag: Springer International Publishing, 2019
ISBN 10: 3030002705 ISBN 13: 9783030002701
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Zustand: New. Focuses on the encoder-decoder interpretation of summarization methods, such as Principal Component Analysis and K-means clusteringSupplies an in-depth description of K-means partitioning including a data-driven mathematical theory Covers n.
Sprache: Englisch
Verlag: Springer-Verlag New York Inc, 2019
ISBN 10: 3030002705 ISBN 13: 9783030002701
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In den WarenkorbPaperback. Zustand: Brand New. 2nd edition. 524 pages. 9.25x6.25x1.25 inches. In Stock.
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Taschenbuch. Zustand: Neu. Core Data Analysis: Summarization, Correlation, and Visualization | Boris Mirkin | Taschenbuch | Undergraduate Topics in Computer Science | xv | Englisch | 2019 | Springer | EAN 9783030002701 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
Sprache: Englisch
Verlag: Springer, Springer International Publishing, 2019
ISBN 10: 3030002705 ISBN 13: 9783030002701
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
Taschenbuch. Zustand: Neu. 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.