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Probability and statistics for data science : math + R + data

Matloff, Norman S., author.
Boca Raton : CRC Press, Taylor & Francis Group, [2020]

Bibliographic Information


Format: Book
Author: Matloff, Norman S.,
Subject: Probabilities
Mathematical statistics
Publication Year:2020
Language:English
Published:Boca Raton : CRC Press, Taylor & Francis Group, [2020]
ISBN:9781138393295
1138393290
Series:Chapman & Hall/CRC data science series
Notes:"A Chapman & Hall book".
Includes bibliographical references and index.
Basic probability models -- Monte Carlo simulation -- Discrete random variables: expected value -- Discrete random variables: variance -- Discrete parametric distribution families -- Continuous probability models -- Statistics: prologue -- Fitting continuous models -- The family of normal distributions -- Introduction to statistical inference -- Multivariate distributions -- The multivariate normal family of distributions -- Mixture distributions -- Multivariate description and dimension reduction -- Predictive modeling -- Model parsimony and overfitting -- Introduction to discrete time Markov chains -- Appendices: A. R Quick Start -- B. Matrix algebra.
Course: ADS130

Availability at HKSYU Library


Location Call number Status
English Book (4/F) 519.5 MAT 2020 Available