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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We note that the posterior probability of given E is 0475 while the prior - фото 710

We note that the posterior probability of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 711, given E , is 0.475, while the prior probability of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 712was Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 713. We sometimes say that the prior information about картинка 714has been updated in light of the information that E occurred to the posterior probability of картинка 715, given E , through Bayes's theorem.

PRACTICE PROBLEMS FOR SECTIONS 3.5 AND 3.6

1 A regular die is rolled. If the number that showed up is odd, what is the probability that it is 3 or 5?

2 Three balanced coins are tossed simultaneously. What is the probability that exactly two heads appear given that at least one head has appeared?

3 Suppose that and are five mutually exclusive and exhaustive events in a sample space S, and suppose that , and . Another event E in S is such that , and . Find the probabilities , and .

4 Suppose that four attorneys , and deal with all the criminal cases in a district court. The following table gives the percentages of the cases that each of these attorneys handles, and also the probability that each loses the case;AttorneyProbability of handling the caseProbability of losing the case0.400.150.250.300.250.200.100.40Suppose that a criminal case was lost in the court. Find the probability that this case was handled by Attorney .

5 Suppose that a random experiment consists of randomly selecting one of four coins , and , tossing it and observing whether a head or a tail occurs. Further suppose that the coins , and are biased such that the probabilities of a head occurring for coins , and are 0.9, 0.75, and 0.60, respectively, while the fourth coin is a fair coin.If the outcome of the experiment was a head, find the probability that coin was tossed.If the outcome of the experiment was a tail, find the probability that coin was tossed.

6 An industry uses three methods, and to manufacture a part. Of all the parts manufactured, 45% are produced by method , 32% by method , and the rest 23% by method . Further it has been noted that 3% of the parts manufactured by method are defective, while 2% manufactured by method and 1.5% by method are defective. A randomly selected part is found to be defective. Find the probability that the part was manufactured by (a) method , (b) method .

7 There are four roads connecting location A and location B. The probabilities that if a person takes Road I, Road II, Road III, or Road IV from location A to B, then he/she will arrive late because of getting stuck in the traffic are 0.3, 0.20, 0.60, and 0.35, respectively. Suppose that a person chooses a road randomly and he/she arrives late. What is the probability that the person chose to take Road III?

8 Suppose that in a ball‐bearing manufacturing plant four machines , and manufacture 36%, 25%, 23%, and 16% of the ball bearings, respectively. It is observed that the four machines produce 2%, 2.5%, 2.6%, and 3% defective ball bearings, respectively. If the ball bearings manufactured by these machines are mixed in a well‐mixed lot and then a randomly selected ball bearing is found to be defective, find the probability that the defective ball bearing is manufactured by (a) machine , (b) machine , (c) machine , (d) machine .

9 An urn contains five coins of which three are fair, one is two‐headed and one is two‐tailed. A coin is drawn at random and tossed twice. If a head appears both times, what is the probability that the coin is two‐headed?

3.7 Introducing Random Variables

Suppose that a finite sample space S consists of m elements Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 716. There are картинка 717possible events that can be formed from these elements, provided that the empty event картинка 718and the entire sample space S are counted as two of the events. This is revealed by the fact that we have the choice of selecting or not selecting each of the m elements in making up an event. Rarely, if ever, is one interested in all these картинка 719events and their probabilities. Rather, the interest lies in a relatively small number of events produced by specified values of some function defined over the elements of a sample space. For instance, in the sample space S of the картинка 720possible hands of 13 bridge cards, we are usually interested in events such as getting two aces, or eight spades, or 10 honor cards, and so on.

A real and single‐valued function картинка 721defined on each element e in the sample space S is called a random variable . Suppose that Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 722can take on the values Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 723. Let Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 724be the events that are mutually exclusive and exhaustive in the sample space S , for which respectively Let Then we say that is a random variable defined over - фото 725, respectively. Let Then we say that is a random variable defined over the sample space S and is - фото 726. Then, we say that Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 727is a random variable defined over the sample space S and is a discrete random variable which takes the values Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 728with the probabilities Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 729, respectively. Since Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 730are disjoint and their union is equal to the entire sample space S , we have

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