B.Sc.(H) Probability and Statistics Practical problems using Microsoft Excel Fitting of Binomial, Poisson, Negative Binomial, Normal Distributions. 1. (Example 8.21, p8.19): The following data due to Weldone shows the result of throwing 12 fair dice 4,096 times; a throw of 4, 5, or 6 being called success. 8 9 10 11 12 3 4 5 6 7 Success(X) 0 1 2 Frequency(f) 0 7 60 198 430 731 948 847 536 257 71 11 0 Fit a binomial distribution and find the expected frequencies. 2. (Ex8.22, p 8.21) Seven coins are tossed and number of heads noted. The experiment is repeated 128 times and the following distribution is obtained: No. Heads 0 1 2 3 4 5 6 7 Total Frequencies 7 6 19 35 30 23 7 1 128 Fit a binomial distribution, (i) The coin is unbiased, (ii) The nature of the coin is not known, (iii) Probability of a head for four coins is 0.5 and for the remaining three coins is 0.45. 3. (Ex. 8.55, p8.46)Fit a Poisson distribution to the following data: Number of mistakes per page Number of Pages 0 1 109 65 2 3 4 Total 22 3 1 200 4. (Ex. 8.57, p 8.47)Fit a Poisson distribution to the following data which gives the number of doddens in a sample of clover seeds: No. of doddens(X) Observed frequency(f) 0 1 2 3 4 56 156 132 92 37 5 6 7 8 22 4 0 1 5. (Ex 8.63, p8.63)Given the hypothetical distribution: 0 1 2 3 4 5 Total Number of cells(X) 213 128 37 18 3 1 400 Frequency(f) Fit a negative binomial distribution and calculate the expected frequencies. 6. (Ex 8.7, p8.74)A set of 8 symmetrical coins was tossed 256 times and the frequencies of throws observed were as follows: 0 1 2 3 4 5 6 7 8 Number of heads Frequency of throws 2 6 24 63 64 50 36 10 1 Fit a binomial distribution and find mean and standard deviation of fitted distribution. 7. (Ex. 8.38, p 8.83)The following distribution relates to the number of accidents to 650 women working on highly explosive shells during 5-week period. Show that a negative binomial distribution rather than a geometric distribution, gives a very good fit to the data. How would you explain this? Number of accidents(X) Frequency(f) 0 1 2 3 4 5 Total 450 132 41 22 3 2 650 Dharmendra Kumar, S.G.T.B. Khalsa College, University of Delhi-110007. 8. (p9.14)Obtain the equation of the normal curve that may be fitted to the following data: 60-65 65-70 70-75 Class 3 21 150 Frequency Also, obtained the expected frequencies. 75-80 335 80-85 326 85-90 135 90-95 26 95-100 4 9. (p9.93)The following table gives baseball throws for a distance by 303 first year high school girls: Distance in Number of feet Girls 15 -24 1 25-34 2 35-44 7 45-54 25 55-64 33 65-74 53 75-84 64 85-94 44 95-104 31 105-114 27 115-124 11 125-134 4 135-144 1 a. Fit a normal distribution and find the theoretical frequencies for the classes of the above frequency distribution. b. Find the expected number of girls throwing baseballs at a distance exceeding 105 feet on the basis that the data fit a normal distribution. 10. (ex 15.15, p15.30) When the first proof of 392 pages of a book of 1200 pages were read, the distribution of printing mistakes were found to be as follows: 1 2 3 4 5 6 Number of mistakes per page(X) 0 275 72 30 7 5 2 1 Number of Pages Fit a Poisson distribution to the above data and test the goodness of fit. Calculation of correlation coefficient, Rank Correlation, etc. 11. Calculate the correlation coefficient for the following heights(in inches) of fathers(X) and their sons(Y): X Y 65 67 66 68 67 65 67 68 68 72 69 72 70 69 72 71 12. Ten competitors in a musical test were ranked by the three judges A, B, and C in the following order: Dharmendra Kumar, S.G.T.B. Khalsa College, University of Delhi-110007. Ranks by A 1 6 5 10 3 2 4 9 7 8 Ranks by B 3 5 8 4 7 10 2 1 6 9 Ranks by C 6 4 9 8 1 2 3 10 5 7 Using rank correlation method, discuss which pair of judges has the nearest approach to common likings in music Fitting of polynomials and regression curves. 13. (ex 11.6, p11.14) For 10 randomly selected observations the following data were recorded: Ovretime hrs.(X) 1 1 2 2 3 3 4 5 6 7 Additional unts(Y) 2 7 7 10 8 12 10 14 11 14 Determine the coefficients of regression and regression equation using the nonlinear form: 14. (ex 11.7, p11.15)Fit an exponential curve of the form to the following data: 1 2 3 4 5 6 7 8 X 1 1.2 1.8 2.5 3.6 4.7 6.6 9.1 Y 15. (11.9, p11.25)The job rating efficiency of an employee seems to be related to the number of weeks of employment. For random sample of 10 employees, the following data were observed: 55 50 20 55 75 80 90 30 75 70 Job Efficiency(X) Weeks of Employment(Y) 2 4 1 3 5 9 12 2 7 5 Determine the coefficients of regression and regression equation using the non-linear form 16. The expected remaining life of an electronic part is belived to be related to the age of the part. The ages of 10 of the these parts that were in use on a certain date were recorded in operating hours. When each part burned out, the dlapsed time was recorded. The results were as follows 40 65 90 5 30 10 80 85 70 25 Age of Part(in hrs.) Remaining Life(in hrs.) 30 20 10 80 40 65 15 15 20 50 Determine the coefficient of regression and regression curve using the non-linear form . Methods of estimation (MLE and method of Moments) Selecting a simple random sample using random number tables. 17. Consider the following population of size 35. No. 1 2 3 4 5 6 7 8 9 Region South East West MidWest East West East MidWest West Customer Lucky's QFC QFC WholeFoods FredMyer's QFC Lucky's TraderJoe's Lucky’s Used Coupon Sales no $4,360 no $1,340 no $6,960 no $14,375 no $2,980 no $7,560 yes $4,460 no $12,980 no $4,950 Dharmendra Kumar, S.G.T.B. Khalsa College, University of Delhi-110007. a. b. c. d. e. f. g. 10 West GoodDeal Yes $3,625 11 West CostLess no $520 12 South GoodDeal yes $14,625 13 MidWest TraderJoe's no $4,680 14 South Lucky's no $1,400 15 East FredMyer's no $10,250 16 West WholeFoods yes $5,430 17 South Lucky's no $2,460 18 South GoodDeal no $3,188 19 West Albertson's yes $2,750 20 South CostLess no $1,180 21 West Lucky's no $1,700 22 South MegaFoods no $6,600 23 West WholeFoods no $13,800 24 West MegaFoods yes $3,905 25 West CostLess no $1,050 26 West MarketWay yes $520 27 West MarketWay no $1,000 28 MidWest FredMyer's no $5,400 29 East Safeway yes $605 30 West Lucky's no $2,860 31 MidWest FredMyer's no $5,920 32 East Safeway yes $1,100 33 West GoodDeal no $240 34 South MarketWay no $3,330 35 MidWest WholeFoods no $2,563 Select a sample of size 10. Find the point estimate of population mean for sales. Find point estimate of population standard deviation for sales. Find point estimate of population proportion for used coupons ‘Yes’. Also, find population mean, standard deviation, and proportion for Sales, ‘Yes’. Sampling error for the above criteria. Find point estimate of population proportion for used coupons, ‘Yes’. 18. Dharmendra Kumar, S.G.T.B. Khalsa College, University of Delhi-110007.
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