Testing the Homogeneity Hypothesis of a Two-Sample Model
[10/0%]According to surveys of 29 families conducted in 1968 in the south-west region of England, the sample mean of the weekly rent for a furnished flat was , and the sample variance was . In Wales, the sample mean rent of 16 families was , and the sample variance was . Test whether the difference in rent between these regions is statistically significant, assuming that the samples are generated by Gaussian random variables. Take the significance level equal to 0,05.
The level of histamine in the sputum of seven allergy-prone smokers was (in micrograms): 102,4; 100,0; 67,5; 65,9; 64,7; 39,6; 31,2, and that of ten smokers not prone to allergy: 48,1; 45,5; 41,7; 35,4; 29,1; 18,9; 58,3; 66,8; 71,3; 94,3. Is the assumption correct that the histamine level in smokers susceptible to allergy is higher than in non-allergic ones? Take the significance level equal to 0,05.
To determine the serum iron content, Ramsay used a direct determination method. This method is very laborious, the reactions proceed slowly, and turbidity of the mixture cannot be ruled out. To overcome these difficulties, Jung and Parekh proposed an improved method based on a recently synthesized additive. The procedure for performing the analysis by the new method is clearly better than that of Ramsay's method. However, a suspicion arose that the new method has lower precision than Ramsay's procedure. To compare the precision of the new and the established methods, 20 pairs of analyses were performed, each by both methods. Hyland sera containing 105 micrograms of serum iron per 100 milliliters served as standards. The data are presented in the table.
| Ramsay's method | 111 | 107 | 100 | 99 | 102 | 106 | 109 | 108 | 104 | 99 |
|---|---|---|---|---|---|---|---|---|---|---|
| J.--P. method | 107 | 108 | 106 | 98 | 105 | 103 | 110 | 105 | 104 | 100 |
| Ramsay's method | 101 | 96 | 97 | 102 | 107 | 113 | 116 | 113 | 110 | 98 |
| J.--P. method | 96 | 108 | 103 | 104 | 114 | 114 | 113 | 108 | 106 | 99 |
Can it be considered, at significance level 0,05 , that the new method has lower precision than Ramsay's method?
The following are data of the Federal State Statistics Service on the average size of awarded pensions (rubles) by region of the Central and Siberian Federal Districts in 2008.
| Central | |||
|---|---|---|---|
| Federal District | Pension | ||
| amount | Siberian | ||
| Federal District | Pension | ||
| amount | |||
| Belgorod Oblast | 4297,3 | Republic of Buryatia | 4281,2 |
| Bryansk Oblast | 4244,3 | Tyva Republic | 4426,5 |
| Ivanovo Oblast | 4386,3 | Kemerovo Oblast | 4571,7 |
| Kursk Oblast | 4085,4 | Krasnoyarsk Krai | 4896,0 |
| Smolensk Oblast | 4321,5 | Omsk Oblast | 4339,5 |
| Ryazan Oblast | 4290,5 | Altai Republic | 4278,0 |
| Moscow Oblast | 4771,7 | ||
| City of Moscow | 4809,9 |
Test the hypothesis that the mean values of the awarded pensions in the Central and Siberian Federal Districts are equal, assuming that the presented observations are generated by Gaussian random variables. Take the significance level to be 0,05.
Using formula (7.14) for the ARE of the Wilcoxon test relative to Student's test, compute the values of given in Table 7.4.
A TV repair shop has data on the failure-free (until the first repair) operating time (in weeks) of 9 TV sets of brand A and 8 TV sets of brand B. For the brand A TV sets this time was: weeks, and for the brand B TV sets: weeks. Can the mean failure-free operating times of brand A and brand B TV sets be considered equal? Take the significance level equal to 0,05.
The performance of a bank branch is characterized by a certain indicator . For a check, a group of 10 bank branches of the same type was selected at random. The indicator for these branches was: 258, 588, 477, 577, 619, 614, 641, 543, 517, 593. After the economic crisis, the indicator for 9 randomly selected branches was: 537, 398, 256, 440, 376, 524, 527, 589, 479. Based on these data, can it be considered that the economic crisis led to a decrease in the indicator ? Take the significance level equal to 0,05.
To test the hypothesis of the form (7.3) - (7.4) against alternatives of the form , Mann and Whitney proposed a test based on the statistic
Show that, in the absence of ties, the Mann-Whitney statistic and the Wilcoxon statistic are related by .
Two factories manufacture electric lamps of the same type. From the output of factory No. 1, 10 lamps were selected at random, and from the output of factory No. 2, 12 lamps. Tests of the burning duration (in hours) of these lamps gave the following results. For the lamps of factory No. 1: 1243, 1238, 1253, 1243, 1254, 1260, 1251, 1246, 1255, 1237. For the lamps of factory No. 2: 1244, 1255, 1258, 1266, 1249, 1257, 1260, 1247, 1256, 1271, 1252, 1259. Test the hypothesis that the mean burning durations of the electric lamps of factory No. 1 and factory No. 2 are equal. Take the significance level equal to 0,05.
Test the hypothesis of homogeneity of the two samples from Problem 9 using the Kolmogorov-Smirnov test. Take the significance level equal to 0,05.