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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(3.3.1) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 476

The quantities Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 477are called probabilities of occurrence of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 478, respectively.

Now suppose that E is any event in S that consists of a set of one or more e 's, say Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 479. Thus Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 480. The probability of the occurrence of E is denoted by and is defined as follows If E contains only one element say - фото 481and is defined as follows:

If E contains only one element say it is written as - фото 482

If E contains only one element, say it is written as It is evident probabilities of events in a finite sample - фото 483, it is written as

It is evident probabilities of events in a finite sample space S are values of - фото 484

It is evident, probabilities of events in a finite sample space S are values of an additive set function картинка 485defined on sets E in S , satisfying the following conditions:

1 If E is any event in S, then(3.3.2a)

2 If E is the sample space S itself, then(3.3.2b)

3 If E and F are two disjoint events in S, then(3.3.2c)

These conditions are also sometimes known as axioms of probability . In the case of an infinite sample space S , condition 3 extends as follows:

if Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 486is an infinite sequence of disjoint events, then

(3.3.2d) As and are disjoint events then from condition 3 we obtain 3 - фото 487

As and are disjoint events then from condition 3 we obtain 333 - фото 488and are disjoint events then from condition 3 we obtain 333 But since - фото 489are disjoint events, then from condition 3, we obtain

(3.3.3) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 490

But since Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 491and Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 492, we have the following:

Theorem 3.3.1(Rule of complementation) If E is an event in a sample space S , then

(3.3.4) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 493

The law of complementation provides a simple method of finding the probability of an event if E is an event whose probability is easy to find We sometimes say that the - фото 494, if E is an event whose probability is easy to find. We sometimes say that the odds in favor of E are

(3.3.4a) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 495

which from 3.3.4takes the form Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 496. The reader may note that Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 497.

Example 3.3.1 (Tossing coins) Suppose that 10 coins are tossed and we ask for the probability of getting at least 1 head. In this example, the sample space S has Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 498 sample points. If the coins are unbiased, the sample points are equally likely (sample points are called equally likely if each sample point has the same probability of occurring), so that to each of the sample points the probability картинка 499 is assigned. If we denote by E the event of getting no heads, then E contains only one sample point, and of course has 1023 sample points Thus The odds on E and - фото 500 , of course, has 1023 sample points. Thus

Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 501

The odds on E and Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 502are clearly Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 503and Referring to the statement in Theorem 331 that and are disjoint eve - фото 504.

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