Chong Ho Alex Yu: Data Mining and Exploration

Cover: 9780367721510 | Data Mining and Exploration | Chong Ho Alex Yu | Taschenbuch | 2024

Rückseite: 9780367721510 | Data Mining and Exploration | Chong Ho Alex Yu | Taschenbuch | 2024

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Sprache: Englisch

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Beschreibung

This book covers both conceptual and procedural aspects of cutting-edge data mining methods, and the path for transitioning from classical statistics and modern data science. Readers will learn how various open source and commercial software modules can be properly applied to different situations.

Über den Autor

Chong Ho Alex Yu has a Ph.D. in Educational Psychology with a focus on Measurement, Statistics, and Methodological Studies, and a Ph.D. in Philosophy with specialization in History and Philosophy of Science (Arizona State University). He joined Azusa Pacific University in 2012 and has served in various positions, including Director of Data Analytics, Professor of Behavioural and Applied Science, Adjunct Faculty of Mathematics, Quantitative Research Consultant, and Committee chair of the Big Data Discovery Summit.

Inhaltsverzeichnis

1. Re-examination of Traditional Statistics 2. Why Data Science? 3. Cutting Edge Data Analytical Tools 4. Exploratory Data Analysis and Data Visualization: Pattern Seeking 5. Generalized Regression: Penalty against Complexity 6. Classification and Model Screening 7. Ensemble Methods: The Wisdom of the Crowd 8. Dimension Reduction: Breaking the Curse of Dimensionality 9. Clustering: Divide and Conquer 10. Neural Networks: Machines Mimic Human Intelligence 11. Text Mining: Structure the Unstructured

Details

Erscheinungsjahr:	2024
Fachbereich:	Allgemeines
Genre:	Importe , Wirtschaft
Rubrik:	Recht & Wirtschaft
Medium:	Taschenbuch
Inhalt:	Einband - flex.(Paperback)
ISBN-13:	9780367721510
ISBN-10:	0367721511
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Alex Yu, Chong Ho
Hersteller:	CRC Press
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	234 x 156 x 16 mm
Von/Mit:	Chong Ho Alex Yu
Erscheinungsdatum:	04.10.2024
Gewicht:	0,445 kg