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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1 If the promoted technician is a woman, then what is the probability that she is a nongraduate?

2 Find the probability that the promoted technician is a nongraduate when it is not known that the promoted technician is a woman.

Solution:Let S be the sample space associated with this problem, and let E and F be the two events defined as follows:

E: the promoted technician is a nongraduate

F: the promoted technician is a woman

In Part (a) we are interested in finding the conditional probability картинка 634.

Since any of the 100 technicians could be promoted, the sample space S consists of 100 equally likely sample points. The sample points that are favorable to the event E are 65, and those that are favorable to the event F are 44. Also the sample points favorable to both the events E and F are all the women who are nongraduates and equal to 29. To describe this situation, we have

a Therefore and for part b we have that Tab - фото 635

(a) Therefore,

and for part b we have that Table 351 Classification of technicians by - фото 636

and for part (b), we have that Table 351 Classification of technicians by qualification and gender - фото 637.

Table 3.5.1 Classification of technicians by qualification and gender.

Graduates Nongraduates Total
Male 20 36 56
Female 15 29 44
Total 35 65 100

Note that the probability P ( E ), sometimes known as the absolute probability of E , is different from the conditional probability P(E|F) . If the conditional probability P(E|F) is the same as the absolute probability P(E) , that is, P(E|F) = P(E) , then the two events E and F are said to be independent . In this example, the events E and F are not independent.

Definition 3.5.1Let S be a sample space, and let E and F be any two events in S . The events E and F are called independent if and only if any one of the following is true:

(3.5.3) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 638

(3.5.4) Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 639

(3.5.5) The conditions in equations 353 355 are equivalent in the sense that - фото 640

The conditions in equations ( 3.5.3)–( 3.5.5) are equivalent in the sense that if one is true, then the other two are true. We now have the following theorem, which gives rise to the so‐called multiplication rule .

Theorem 3.5.1(Rule of multiplication of probabilities) If E and F are events in a sample space S such that Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 641, then

(3.5.6) Equation 356 provides a twostep rule for determining the probability of - фото 642

Equation ( 3.5.6) provides a two‐step rule for determining the probability of the occurrence of картинка 643by first determining the probability of E and then multiplying by the conditional probability of F given E .

Example 3.5.2(Applying probability in testing quality) Two of the light bulbs in a box of six have broken filaments. If the bulbs are tested at random, one at a time, what is the probability that the second defective bulb is found when the third bulb is tested?

Solution:Let E be the event of getting one good and one defective bulb in the first two bulbs tested, and let F be the event of getting a defective bulb on drawing the third bulb. Then, is the event whose probability we are seeking Hence The sample space S in - фото 644is the event whose probability we are seeking. Hence,

Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 645

The sample space S in which E lies consists of all possible selections of two bulbs out of six, the number of elements in S being Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 646. The event E consists of all selections of one good and one defective bulb out of four good and two defective bulbs, and the number of such selections is Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 647. Therefore, Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 648. We now compute картинка 649, the probability that F occurs given that E occurs. If E has occurred, there are three good and one defective bulb left in the box. F is the event of drawing the defective one on the next draw, that is, from a box of four that has three good bulbs and one defective. Thus, Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 650. The required probability is

Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 651

For the case of three events, Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 652, the extended form of ( 3.5.6) is

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