Core Data Analysis: Summarization, Correlation, and Visualization

• Main Author: Mirkin, Boris (Author, http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2019.
• Edition: 2nd ed. 2019.
• Series: Undergraduate Topics in Computer Science,
• Subjects: Data structures (Computer science).; Computer security.; Data mining.; Computer science-Mathematics.; Data Structures.; Systems and Data Security.; Data Mining and Knowledge Discovery.; Math Applications in Computer Science.

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 mathema...