Probability and Statistics with Examples using R

Livro digital

Título:
Probability and Statistics with Examples using R

Autor:
Siva Athreya, Deepayan Sarkar, and Steve Tanner

Categoria:
Tecnologia > Dados

Doador:
Raffaello D. N.

Sinopse:
Probability and Statistics with Examples using R builds probability from first principles before moving into random variables, expectation, variance, density functions, estimation, and statistical inference. The table of contents makes the structure unusually clear, with early chapters on equally likely outcomes, Bayes' theorem, independence, Bernoulli trials, Poisson approximation, and sampling with or without replacement. The book combines mathematical development with computation in R, giving readers a way to test ideas instead of only reading formulas. Its coverage includes discrete and continuous random variables, common distributions, conditioning, covariance, correlation, laws of large numbers, the central limit theorem, confidence intervals, hypothesis testing, and regression. This is a substantial textbook for readers who want a rigorous but usable bridge between probability theory and applied statistics. The worked examples and R sections make it valuable for students, data practitioners, and programmers who need stronger statistical foundations.