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Core data analysis Book : summarization, correlation, and visualization / Boris Mirkin.

By: Material type: TextTextSeries: Undergraduate topics in computer scienceEdition: Second editionDescription: xv, 524 pages : illustrations (some color) 24 cmISBN:
  • 9783030002701 (paperback)
  • 3030002713
  • 9783030002718
Subject(s): DDC classification:
  • 519.5 35 23
Other classification:
  • 519.5 35
Summary: 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
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books Books Junaid Zaidi Library, COMSATS University Islamabad Ground Floor 519.5 35 MIR-C (Browse shelf(Opens below)) Available 10001000060275
Total holds: 0

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

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