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Statistics and Probability with Applications for Engineers and Scientists Using MINITAB, R and JMP

2020-02-05 Mathematics
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Release : 2020-02-05
Genre : Mathematics
Kind : eBook
Book Rating : 633/5 ( reviews)

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Book Synopsis Statistics and Probability with Applications for Engineers and Scientists Using MINITAB, R and JMP by : Bhisham C. Gupta

Download or read book Statistics and Probability with Applications for Engineers and Scientists Using MINITAB, R and JMP written by Bhisham C. Gupta. This book was released on 2020-02-05. Available in PDF, EPUB and Kindle. Book excerpt: 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. Features two new chapters—one on Data Mining and another on Cluster Analysis Now contains R exhibits including code, graphical display, and some results MINITAB and JMP have been updated to their latest versions Emphasizes the p-value approach and includes related practical interpretations Offers a more applied statistical focus, and features modified examples to better exhibit statistical concepts Supplemented with an Instructor's-only solutions manual on a book’s companion website Statistics and Probability with Applications for Engineers and Scientists using MINITAB, R and JMP is an excellent text for graduate level data science students, and engineers and scientists. It is also an ideal introduction to applied statistics and probability for undergraduate students in engineering and the natural sciences.

Statistics and Probability with Applications for Engineers and Scientists

2013-04-29 Mathematics
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Release : 2013-04-29
Genre : Mathematics
Kind : eBook
Book Rating : 044/5 ( reviews)

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Book Synopsis Statistics and Probability with Applications for Engineers and Scientists by : Bhisham C. Gupta

Download or read book Statistics and Probability with Applications for Engineers and Scientists written by Bhisham C. Gupta. This book was released on 2013-04-29. Available in PDF, EPUB and Kindle. Book excerpt: Introducing the tools of statistics and probability from the ground up An understanding of statistical tools is essential for engineers and scientists who often need to deal with data analysis over the course of their work. Statistics and Probability with Applications for Engineers and Scientists walks readers through a wide range of popular statistical techniques, explaining step-by-step how to generate, analyze, and interpret data for diverse applications in engineering and the natural sciences. Unique among books of this kind, Statistics and Probability with Applications for Engineers and Scientists covers descriptive statistics first, then goes on to discuss the fundamentals of probability theory. Along with case studies, examples, and real-world data sets, the book incorporates clear instructions on how to use the statistical packages Minitab® and Microsoft® Office Excel® to analyze various data sets. The book also features: • Detailed discussions on sampling distributions, statistical estimation of population parameters, hypothesis testing, reliability theory, statistical quality control including Phase I and Phase II control charts, and process capability indices • A clear presentation of nonparametric methods and simple and multiple linear regression methods, as well as a brief discussion on logistic regression method • Comprehensive guidance on the design of experiments, including randomized block designs, one- and two-way layout designs, Latin square designs, random effects and mixed effects models, factorial and fractional factorial designs, and response surface methodology • A companion website containing data sets for Minitab and Microsoft Office Excel, as well as JMP ® routines and results Assuming no background in probability and statistics, Statistics and Probability with Applications for Engineers and Scientists features a unique, yet tried-and-true, approach that is ideal for all undergraduate students as well as statistical practitioners who analyze and illustrate real-world data in engineering and the natural sciences.

Solutions Manual to Accompany Statistics and Probability with Applications for Engineers and Scientists

2013-10-11 Mathematics
Download Solutions Manual to Accompany Statistics and Probability with Applications for Engineers and Scientists PDF Online Free

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Release : 2013-10-11
Genre : Mathematics
Kind : eBook
Book Rating : 768/5 ( reviews)

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Book Synopsis Solutions Manual to Accompany Statistics and Probability with Applications for Engineers and Scientists by : Bhisham C. Gupta

Download or read book Solutions Manual to Accompany Statistics and Probability with Applications for Engineers and Scientists written by Bhisham C. Gupta. This book was released on 2013-10-11. Available in PDF, EPUB and Kindle. Book excerpt: A solutions manual to accompany Statistics and Probability with Applications for Engineers and Scientists Unique among books of this kind, Statistics and Probability with Applications for Engineers and Scientists covers descriptive statistics first, then goes on to discuss the fundamentals of probability theory. Along with case studies, examples, and real-world data sets, the book incorporates clear instructions on how to use the statistical packages Minitab® and Microsoft® Office Excel® to analyze various data sets. The book also features: Detailed discussions on sampling distributions, statistical estimation of population parameters, hypothesis testing, reliability theory, statistical quality control including Phase I and Phase II control charts, and process capability indices A clear presentation of nonparametric methods and simple and multiple linear regression methods, as well as a brief discussion on logistic regression method Comprehensive guidance on the design of experiments, including randomized block designs, one- and two-way layout designs, Latin square designs, random effects and mixed effects models, factorial and fractional factorial designs, and response surface methodology A companion website containing data sets for Minitab and Microsoft Office Excel, as well as JMP ® routines and results Assuming no background in probability and statistics, Statistics and Probability with Applications for Engineers and Scientists features a unique, yet tried-and-true, approach that is ideal for all undergraduate students as well as statistical practitioners who analyze and illustrate real-world data in engineering and the natural sciences.

Statistics and Probability for Engineers and Scientists

2011-09-13 Technology & Engineering
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Release : 2011-09-13
Genre : Technology & Engineering
Kind : eBook
Book Rating : 721/5 ( reviews)

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Book Synopsis Statistics and Probability for Engineers and Scientists by : Bhisham C. Gupta

Download or read book Statistics and Probability for Engineers and Scientists written by Bhisham C. Gupta. This book was released on 2011-09-13. Available in PDF, EPUB and Kindle. Book excerpt: * Low-priced Format: The Preliminary Edition is paperback, and the price is a fraction of the cost of a typical new textbook for the engineering statistics course. * Simple, easy-to-read format: The Preliminary Edition is in a clean manuscript style. The first edition will have professionally designed two-color pages, and illustrations. * The Preliminary Edition includes instructions for the three most popular software tools (Minitab, JMP, and Microsoft Excel). * Software Integration: MINITAB, Microsoft Excel, and JMP. The text incorporates the three most popular software tools -- MINITAB and Microsoft Excel throughout, and JMP at the end of each chapter. This step-by-step approach to the use of software means no prior knowledge of their use is required. After completing a course using this text, students will be able to use these software packages to analyze statistical data in their field of interest. * Breadth of coverage: Besides many popular statistical techniques, the text includes discussion of certain aspects of sampling distributions, nonparametric tests, Phase II control charts, reliability theory, design of experiments, and response surface Methodology. Phase II control charts are discussed in a separate chapter that includes the use of the statistical packages to implement these charts. * Design of experiments and response surface methodology are treated in sufficient breadth and depth to be appropriate for a two-course sequence in engineering statistics that includes probability and design of experiments. * Real data in examples and homework problems illustrate the importance of statistics and probability as a tool for engineers and scientists in their professional lives. All the data sets with 20 or more data points are available on the website in three formats: MINITAB, Microsoft Excel and JMP. * Case studies in each chapter further illustrate the importance of statistical techniques in professional practice.

Statistical Quality Control

2021-07-23 Technology & Engineering
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Release : 2021-07-23
Genre : Technology & Engineering
Kind : eBook
Book Rating : 728/5 ( reviews)

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Book Synopsis Statistical Quality Control by : Bhisham C. Gupta

Download or read book Statistical Quality Control written by Bhisham C. Gupta. This book was released on 2021-07-23. Available in PDF, EPUB and Kindle. Book excerpt: STATISTICAL QUALITY CONTROL Provides a basic understanding of statistical quality control (SQC) and demonstrates how to apply the techniques of SQC to improve the quality of products in various sectors This book introduces Statistical Quality Control and the elements of Six Sigma Methodology, illustrating the widespread applications that both have for a multitude of areas, including manufacturing, finance, transportation, and more. It places emphasis on both the theory and application of various SQC techniques and offers a large number of examples using data encountered in real life situations to support each theoretical concept. Statistical Quality Control: Using MINITAB, R, JMP and Python begins with a brief discussion of the different types of data encountered in various fields of statistical applications and introduces graphical and numerical tools needed to conduct preliminary analysis of the data. It then discusses the basic concept of statistical quality control (SQC) and Six Sigma Methodology and examines the different types of sampling methods encountered when sampling schemes are used to study certain populations. The book also covers Phase 1 Control Charts for variables and attributes; Phase II Control Charts to detect small shifts; the various types of Process Capability Indices (CPI); certain aspects of Measurement System Analysis (MSA); various aspects of PRE-control; and more. This helpful guide also Focuses on the learning and understanding of statistical quality control for second and third year undergraduates and practitioners in the field Discusses aspects of Six Sigma Methodology Teaches readers to use MINITAB, R, JMP and Python to create and analyze charts Requires no previous knowledge of statistical theory Is supplemented by an instructor-only book companion site featuring data sets and a solutions manual to all problems, as well as a student book companion site that includes data sets and a solutions manual to all odd-numbered problems Statistical Quality Control: Using MINITAB, R, JMP and Python is an excellent book for students studying engineering, statistics, management studies, and other related fields and who are interested in learning various techniques of statistical quality control. It also serves as a desk reference for practitioners who work to improve quality in various sectors, such as manufacturing, service, transportation, medical, oil, and financial institutions. It‘s also useful for those who use Six Sigma techniques to improve the quality of products in such areas.

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