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We are interested in testing H0: 0 against the usual alternatives. Assume that X1, X2, . . . , Xn is a random sample from a continuous and symmetric distribution with mean (and median) . Compute the differences Xi 1, 2, . . . , n. Rank the absolute differences 0, i 0 Xi 1, 2, . . . , n in ascending order, and then give the ranks the signs of their 00,i corresponding differences. Let W be the sum of the positive ranks and W be the absolute value of the sum of the negative ranks, and let W min(W , W ). Appendix Table VIII contains critical values of W, say w*. If the alternative hypothesis is H1: 0 , then if the observed value of the statistic w w*, the null hypothesis H0: 0 is rejected. Appendix Table VIII provides signi cance levels of 0.10, 0.05, 0.02, 0.01 for the two-sided test. w*; and if For one-sided tests, if the alternative is H1: 0, reject H0: 0 if w the alternative is H1: w*. The signi cance levels for one0, reject H0: 0 if w sided tests provided in Appendix Table VIII are 0.05, 0.025, 0.01, and 0.005.

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EXAMPLE 15-4

The final set of replications reported were to determine if the WRIT s twofactor solution held across the entire age span Seven age groups were formed for the analyses The mean coefficients of congruence across the age groups showed sufficient congruence for the Verbal factor (900), but insufficient congruence for the Visual factor (808) Glutting et al suggested that the lack of replication in the Visual.

We will illustrate the Wilcoxon signed-rank test by applying it to the propellant shear strength data from Table 15-1. Assume that the underlying distribution is a continuous symmetric distribution. The eight-step procedure is applied as follows: The parameter of interest is the mean (or median) of the distribution of propellant shear strength. 2. H0: 2000 psi 3. H1: 2000 psi 4. 0.05 5. The test statistic is 1. w min1w , w 2

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Java Apache Camel Barcode based on the zxing library works great: .... If you guys come across any other barcode reading SDKs or APIs or ... better on certain types of barcodes (e.g. Code 128 vs QR code) and on the image ...

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Enterprises often partner with third parties to support their business model. These third parties may include application and managed service providers, consulting firms, vendors, outsourcing development teams, and satellite offices. As part of this relationship, access must be granted to allow data to travel between the organizations. Without attention to the protection of that data and the methods by which they are transferred, one or both organizations may be at risk.

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factor was the result of the Visual factor wanting to merge with the Verbal factor for adolescents (i.e., ages 13 through 19 years) to form a single, g dimension (p. 111). Concurrent validity was assessed by administering the WRIT with the WISC-III, WAIS-III, and the Wide Range Achievement Test Third Edition (WRAT3). A sample of 100 children ages 6 16 were administered the WISC-III and WRIT and a sample of 100 adults ages 16 79 were administered the WAIS-III and WRAT3. Table 15.4 lists the correlations between the WISC-III and WRIT as well as the WAIS-III and WRIT. The correlations between the WRIT General IQ and the Full Scale IQs of the WISC-III and WAIS-III were appreciable (.90 and .91, respectively), as were other coefficients. However, all of these values are spuriously high because standard deviations were in excess of 15, sometimes very much in excess, and the test authors failed to make the appropriate corrections for heterogeneity of variance; SDs for the Wechsler IQs were 18.0 20.5 and SDs for WRIT IQs were 16.0 22.4. Until these values are

6. We will reject H0 if w w* 52 from Appendix Table VIII. 0.05 7. Computations: The signed ranks from Table 15-1 are shown in the following table:

Observation 16 4 1 11 18 5 7 13 15 20 10 6 3 2 14 9 12 17 8 19 Difference xi 53.50 61.30 158.70 165.20 200.50 207.50 215.30 220.20 234.70 246.30 256.70 291.70 316.00 321.85 336.75 357.90 399.55 414.40 575.10 654.20 2000 Signed Rank 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

WISC-III, and WRIT and WAIS-III WRIT General IQ WISC-III FS-IQ WISC-III V-IQ WISC-III P-IQ WAIS-III FS-IQ WAIS-III V-IQ WAIS-III P-IQ .90 .88 .85 .91 .88 .86 WRIT Verbal IQ .85 .85 .78 .89 .90 .80 WRIT Visual IQ .80 .76 .78 .85 .80 .85

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