Probability and statistics for data science : math + R + data / Norman Matloff.
Material type:
TextLanguage: English Publication details: Boca Raton : CRC Press, Taylor & Francis Group, c2020.Description: xxxii, 412 pages ; illustrations ; 24 cmContent type: - text
- unmediated
- volume
- 9781138393295 (paperback)
- QA273 M42 2020
| Item type | Current library | Collection | Call number | Materials specified | URL | Status | Notes | Date due | Barcode |
|---|---|---|---|---|---|---|---|---|---|
Books
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Ladislao N. Diwa Memorial Library Reserve Section | Non-fiction | RUS QA273 M42 2020 (Browse shelf(Opens below)) | Link to resource | Room use only | 79474 | 00082686 |
Includes bibliographical references and index.
About the author -- To the instructor -- To the reader -- I: Fundamentals of probability -- Basic probability models -- Monte Carlo simulation -- Discrete random variables: expected value -- Discrete random variable: variance -- Discrete parametric distribution families -- Continuous probability models -- II: Fundamentals of statistics -- Statistics prologue -- Fitting continuous models -- The Family of normal distributions -- Introduction to statistical inference -- III: Multivariate analysis -- 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 -- IV: Appendices -- A R quick start -- Matrix algebra -- Bibliography -- Index.
Fund 164 Linar Educational Materials, Inc. Purchased 02/11/2021 79474 PNR PHP 4,926.40 2021-01-047C 2021-1-0071