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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 |