(Ebook PDF) Statistics and Probability with Applications for Engineers and Scientists using MINITAB R and JMP Second Edition by Bhisham Gupta, Irwin Guttman, Kalanka Jayalath isbn 9781119516620 1119516625 full chapters

(Ebook PDF) Statistics and Probability with Applications for Engineers and Scientists using MINITAB R and JMP Second Edition by Bhisham Gupta, Irwin Guttman, Kalanka Jayalath -Ebook PDF Instant Download/Delivery:9781119516620, 1119516625

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ISBN 10:1119516625

ISBN 13:9781119516620

Author: Bhisham C. Gupta, Irwin Guttman, Kalanka P. Jayalath

Introduces basic concepts in probability and statistics to data science students, as well as engineers and scientists

Aimed at undergraduate/graduate-level engineering and natural science students, this timely, fully updated edition of a popular book on statistics and probability shows how real-world problems can be solved using statistical concepts. It removes Excel exhibits and replaces them with R software throughout, and updates both MINITAB and JMP software instructions and content. A new chapter discussing data mining–including big data, classification, machine learning, and visualization–is featured. Another new chapter covers cluster analysis methodologies in hierarchical, nonhierarchical, and model based clustering. The book also offers a chapter on Response Surfaces that previously appeared on the book’s companion website.

Statistics and Probability with Applications for Engineers and Scientists using MINITAB, R and JMP, Second Edition is broken into two parts. Part I covers topics such as: describing data graphically and numerically, elements of probability, discrete and continuous random variables and their probability distributions, distribution functions of random variables, sampling distributions, estimation of population parameters and hypothesis testing. Part II covers: elements of reliability theory, data mining, cluster analysis, analysis of categorical data, nonparametric tests, simple and multiple linear regression analysis, analysis of variance, factorial designs, response surfaces, and statistical quality control (SQC) including phase I and phase II control charts. The appendices contain statistical tables and charts and answers to selected problems.  

Table of Contents:

1. Introduction
2. Describing Data Graphically and Numerically
3. Elements of Probability
4. Discrete Random Variables and Some Important Discrete Probability Distributions
5. Continuous Random Variables and Some Important Continuous Probability Distributions
6. Distribution of Functions of Random Variables
7. Sampling Distributions
8. Estimation of Population Parameters
9. Hypothesis Testing
10. Elements of Reliability Theory
11. On Data Mining
12. Cluster Analysis
13. Analysis of Categorical Data
14. Nonparametric Tests
15. Simple Linear Regression Analysis
16. Multiple Linear Regression Analysis
17. Analysis of Variance
18. The 2^k Factorial Designs
19. Response Surfaces
20. Statistical Quality Control—Phase I Control Charts
21. Statistical Quality Control—Phase II Control Charts Appendix A: Statistical Tables Appendix B: Answers to Selected Problems

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Statistics,Probability,Engineers,Scientists,MINITAB,R,JMP,Bhisham Gupta,Irwin Guttman,Kalanka Jayalath