Bhisham C. Gupta - Statistics and Probability with Applications for Engineers and Scientists Using MINITAB, R and JMP

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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 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 
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.

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7 Appendix A Statistical Tables

8 Appendix B Answers to Selected ProblemsCHAPTER 2 Review Practice Problems CHAPTER 3 Review Practice Problems CHAPTER 4 Review Practice Problems CHAPTER 5 Review Practice Problems CHAPTER 6 Review Practice Problems CHAPTER 7 Review Practice Problems CHAPTER 8 Review Practice Problems CHAPTER 9 Review Practice Problems CHAPTER 10 Review Practice Problems CHAPTER 11Review Practice Problems CHAPTER 12Review Practice Problems CHAPTER 13 Review Practice Problems CHAPTER 14 Review Practice Problems CHAPTER 15 Review Practice Problems CHAPTER 16 Review Practice Problems CHAPTER 17 Review Practice Problems CHAPTER 18 Review Practice Problems CHAPTER 19 Review Practice Problems CHAPTER 20 CHAPTER 21 Review Practice Problems

9 Appendix C Bibliography

10 Index

11 End User License Agreement

List of Tables

1 Chapter 2 Table 2.3.1 Annual revenues of 110 small to midsize companies located in mid‐wes... Table 2.3.2 Frequency distribution for the data in Table 2.3.1. Table 2.3.3 Frequency distribution table for the hospital data. Table 2.3.4 Frequency table for the data on rod lengths. Table 2.4.1 Understanding defect rates as a function of various process steps. Table 2.4.2 Frequency distribution table for the data in Example 2.4.4. Table 2.4.3 Frequency distribution table for the survival time of parts. Table 2.4.4 Lawn mowers sold by a garden shop over a period of 12 months of a gi... Table 2.4.5 Number of parts produced per week by each worker. Table 2.6.1 Age distribution of a group of 40 basketball fans watching a basketb... Table 2.9.1 Cholesterol levels and systolic BP of 10 randomly selected US males. Table 2.10.1 Turnaround time for inpatient lab testing once the swarm method was... Table 2.10.2Physician satisfaction scores at St. Luke's Hospital before and aft... Table 2.10.3 Inpatient satisfaction scores after St. Luke's implemented the stan...

2 Chapter 3 Table 3.5.1 Classification of technicians by qualification and gender.

3 Chapter 4 Table 4.8.1 Values of and for 4 Chapter 5Table 551 Some percentage points of the normal d - фото 1and for 4 Chapter 5Table 551 Some percentage points of the normal - фото 2for 4 Chapter 5Table 551 Some percentage points of the normal - фото 3.

4 Chapter 5Table 5.5.1 Some percentage points of the normal distribution.Table 5.10.1 Data on emissions from cars.

5 Chapter 7Table 7.4.1 Range coefficient for various sample sizes.

6 Chapter 9Table 9.2.1 Type I and type II errors and their probabilities of occurrence (in ...Table 9.5.1 Population variance known Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 4. Table 9.7.1 Results of treating samples of iron ore with standard and new method...Table 9.11.1 Confidence intervals with confidence coefficient Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 5for testing vario...Table 9.12.1 Values of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 6(upper entry in cell) and Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 7, for various values of картинка 8and...

7 Chapter 10Table 10.5.1 Failure voltage (kV/mm) for two types of cable.Table 10.5.2 Failure time (in hours) in an accelerated life test of conductors.Table 10.5.3 Survival times (in weeks) of male mice.

8 Chapter 11Table 11.4.1 Table format of the data with grid‐lines (low data‐ink ratio).Table 11.4.2 Table format of the data without grid‐lines (high data‐ink ratio).Table 11.4.3 Iris flower data (only the first few observations are shown here).Table 11.6.1 Confusion matrix for two‐class classification model.Table 11.6.2 Confusion matrix for three‐class classification model.Table 11.6.3 Confusion matrix for two‐class classification model.Table 11.6.4 Challenger O‐ring failure data.Table 11.6.5 Confusion matrix for challenger data for different cutoff values.Table 11.7.1 Sample data set with four variables.Table 11.7.2 Gini index computation for variables in Table 11.7.1.Table 11.7.3 Confusion matrix for original training data in Example 11.7.2.Table 11.7.4 Confusion matrix for randomly selected 34 Iris flowers (observation...Table 11.7.5 Stage C prostate cancer data (only the first few observations are s...

9 Chapter 12Table 12.2.1 Reported crime data.Table 12.2.2 Euclidean distances between six US states.Table 12.2.3 A clinical trials study data.Table 12.2.4 Dichotomous attributes of the clinical trials study data.Table 12.2.5 The contingency table for patients 001 and 002 based on data from T...Table 12.2.6 The Jaccard coefficients for the pairs of patients in Table 12.2.4.Table 12.2.7 Contingency table for variables age and gender in clinical trial st...Table 12.3.1 Euclidean distances between six US states.Table 12.3.2 Updated Euclidean distances after merging E and F . Table 12.3.3 Updated Euclidean distances after merging EF and D . Table 12.3.4 Updated Euclidean distances after merging DEF and C . Table 12.3.5 Euclidean distances between six US states.Table 12.3.6 Updated Euclidean distances after merging states E and F . Table 12.3.7 Updated Euclidean distances after merging cluster EF and state D . Table 12.3.8 Updated Euclidean distances after merging cluster DEF and state C . Table 12.4.1 A two‐dimensional data set.Table 12.4.2 Summary statistics of K ‐means clusters in Example 12.4.1. Table 12.6.1 Covariance structures for model‐based clustering.Table 12.6.2 Stiffness measurements for first 13 boards.

10 Chapter 13Table 13.2.1 Results of n observations classified into k categories. Table 13.2.2 Results and analysis of 200 throws of an icosahedral die.Table 13.2.3 Results of картинка 9emission counting experiment on uranium. Table 13.2.4 Results of Table 13.2.3 after grouping some categories.Table 13.2.5 Frequency distribution of diastolic blood pressures of 100 males.Table 13.2.6 Results after grouping in Table 13.2.5.Table 13.3.1 Classes and their probabilities in a 2 × 2 contingency table in whi...Table 13.3.2 Classes and their frequencies in n independent trials of a 2 × 2 exp...Table 13.3.3 Data on two strains of Drosophila (n = 600).Table 13.3.4 Effect of heat treatment on the brittleness of nylon bars.Table 13.3.5 Results of an experiment on effect of certain drugs on one's learni...Table 13.3.6 Data on students taking science and arts courses.Table 13.4.1 Data on income levels in states of New England.Table 13.6.1 Data comparing outcomes of matches 1 and 2 with those of matches 4 ...Table 13.6.2 Data comparing outcomes of matches 1 and 2 with that of match 5.

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