ENGLISH

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

By Matloff , Norman S

Book information

Publisher
CRC Press
Year
2020
ISBN
9780367260934, 036726093X, 9781138393295, 1138393290
Language
english
Format
PDF
Filesize
2 MB (1716514 bytes)
Series
Series in computer science and data analysis
Pages
xxxii, 412 pages : illustrations; 24 cm\445
Library
kolxo3
Time added
2020-10-11 07:48:40
análisis de datos;Estadística matemática;Mathemati

Description

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.

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