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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(3.7.1) We can arrange the values of and the corresponding probabilities in table form - фото 731

We can arrange the values of and the corresponding probabilities in table form as follows 372 The - фото 732and the corresponding probabilities in table form as follows:

(3.7.2) The values of the discrete random variable together with their associated - фото 733

The values of the discrete random variable картинка 734together with their associated probabilities are called the discrete distribution of The function defined by 373 is called the probabili - фото 735. The function defined by 373 is called the probability function pf of - фото 736, defined by

(3.7.3) is called the probability function pf of Ordinarily we drop the e and - фото 737

is called the probability function (p.f.) of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 738. Ordinarily, we drop the e and refer to the random variable as X . The set of possible values Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 739is called the sample space of the random variable X .

Example 3.7.1(Defining concept of the probability function) Let X be a random variable denoting the sum of the number of dots that appear when two dice are thrown. If each of the 36 elements in the sample space is assigned the same probability, namely картинка 740 , then картинка 741 , the probability function of X , is as follows:

картинка 742 2 3 4 5 6 7 8 9 10 11 12
картинка 743 1/36 2/36 3/36 4/36 5/36 6/36 5/36 4/36 3/36 2/36 1/36

If the sample space S has an infinite number of elements and if the random variable x can take on a countably infinite set of values Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 744we have a discrete random variable with sample space { картинка 745}.

Example 3.7.2(Probability function for an event to occur) Let X be a random variable denoting the number of times a die is thrown until an ace appears. The sample space of X is Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 746 and the probability function Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 747 is given by the table:

картинка 748 1 2 картинка 749 картинка 750 картинка 751
картинка 752 1/6 картинка 753 картинка 754 since Note that the probability func - фото 755 since Note that the probability function must - фото 756

since

Note that the probability function must possess the following properties - фото 757

Note that the probability function must possess the following properties If any one of these properties does - фото 758must possess the following properties.

If any one of these properties does not hold then is not a probability - фото 759

If any one of these properties does not hold, then картинка 760is not a probability function.

We conclude this section with the comment that in this section, we have discussed only discrete random variables . There is indeed another type of random variables, called continuous random variables , discussed extensively in Chapter 5. Suffice it to say here that a continuous random variable may take all values in at least one interval, and it, of course, contains an infinite number of values that are not countable. This is in contrast with a discrete random variable, which takes values that are countable, as discussed here and in Chapter 4.

Review Practice Problems

1 Certain pieces made by an automatic lathe are subject to three kinds of defects X, Y, Z. A sample of 1000 pieces was inspected with the following results: 2.1% had type defect, 2.4% had type defect, and 2.8% had type defect. 0.3% had both type and type defects, 0.4% had both type and type defects, and 0.6% had both type and type defects. 0.1% had type , type , and type defects.Then find:What percent had none of these defects?What percent had at least one of these defects?What percent were free of type and/or type defects?What percent had not more than one of these defects?

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