عنوان

Probability, statistics, and data

(Number (ISBN

9780367436674

(Number (ISBN

9781032154411

(Number (ISBN

9781003004899

Number

E3683

.Language of Text, Soundtrack etc

انگلیسی

Title Proper

Probability, statistics, and data

Other Title Information

a fresh approach using R

First Statement of Responsibility

Darrin Speegle and Bryan Clair.

Place of Publication, Distribution, etc.

Boca Raton

Name of Publisher, Distributor, etc.

CRC Press

Date of Publication, Distribution, etc.

2021.

Specific Material Designation and Extent of Item

xii, 500 p.

Other Physical Details

ill. (some color).

Series Title

(Chapman & hall/crc press texts in statistical science)

Text of Note

Includes bibliographical references and index.

Text of Note

"This book is a fresh approach to a calculus based, first course in probability and statistics, using R throughout to give a central role to data and simulation. The book introduces probability with Monte Carlo simulation as an essential tool. Simulation makes challenging probability questions quickly accessible and easily understandable. Mathematical approaches are included, using calculus when appropriate, but are always connected to experimental computations. Using R and simulation gives a nuanced understanding of statistical inference. The impact of departure from assumptions in statistical tests is emphasized, quantified using simulations, and demonstrated with real data. The book compares parametric and non-parametric methods through simulation, allowing for a thorough investigation of testing error and power. The text builds R skills from the outset, allowing modern methods of resampling and cross validation to be introduced along with traditional statistical techniques. Fifty-two data sets are included in the complementary R package fosdata. Most of these data sets are from recently published papers, so that you are working with current, real data, which is often large and messy. Two central chapters use powerful tidyverse tools (dplyr, ggplot2, tidyr, stringr) to wrangle data and produce meaningful visualizations. Preliminary versions of the book have been used for five semesters at Saint Louis University, and the majority of the more than 400 exercises have been classroom tested"--

Entry Element

Mathematical statistics.

Entry Element

Probabilities.

Entry Element

R (Computer program language)

Edition

Class number

Book number

Entry Element

Speegle, Darrin,

Clair, Bryan,

Country

ایران

Agency

University of Tehran. Library of College of Science

Date of Transaction

20210819132102.0

Cataloguing Rules (Descriptive Conventions))

rda

Date and Hour of Consultation and Access

UT_SCI_BL_DB_1003972_0001.pdf

e

BL

278840

a

Y