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Book Cover
E-book
Author Alex Yu, Chong Ho

Title Data Mining and Exploration From Traditional Statistics to Modern Data Science
Published Milton : Taylor & Francis Group, 2022

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Description 1 online resource (290 p.)
Contents Cover -- Half Title -- Title Page -- Dedication -- Preface -- Table of Contents -- Chapter 1: Re-examination of Traditional Statistics -- Chapter 2: Why Data Science? -- Chapter 3: Cutting Edge Data Analytical Tools -- Chapter 4: Exploratory Data Analysis and Data Visualization: Pattern Seeking -- Chapter 5: Generalized Regression: Penalty against Complexity -- Chapter 6: Classification and Model Screening -- Chapter 7: Ensemble Methods: The Wisdom of the Crowd -- Chapter 8: Dimension Reduction: Breaking the Curse of Dimensionality -- Chapter 9: Clustering: Divide and Conquer
Chapter 10: Neural Networks: Machines Mimic Human Intelligence -- Chapter 11: Text Mining: Structure the Unstructured -- Index
Notes Description based upon print version of record
Subject Data mining
Statistics -- Data processing
Computer software
Computer software.
Data mining.
Statistics -- Data processing.
Form Electronic book
ISBN 9781000778076
100077807X