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Solutions to Worksheet #2 Finding Probabilities Standard Normal x 1.3 −0.8 x −1.9 −0.8 P[Z<x] 0.9032 0.2119 y −0.7 1.5 P[Z>x] 0.9713 0.7881 P[Z>x] 0.0968 0.7881 P[Z<y] 0.2420 0.9332 P[x<Z<y] 0.2132 0.7213 Normal N(-0.3,0.36) (¾ = 0:6) x 0.8 −1 x 0 −0.4 P[X<x] 0.9666 0.1217 y 1.8 0.2 P[X>x] 0.3085 0.5662 P[X>x] 0.0334 0.8783 P[X<y] 0.9998 0.7977 Finding Values Standard Normal ® 0.05 0.025 0.005 z® 1.645 1.960 2.576 P[x<X<y] 0.3083 0.3639 z-score x 1.83 −1.17 z-score x 0.50 −0.17 z-score y 3.50 0.83 Endpoints for symmetric intervals of given probability p ( ¡z (1¡p)=2 ∙ Z ∙ z (1¡p)=2) probability p endpoints z (1¡p)=2 0.8 0.9 0.95 0.99 1.282 1.645 1.960 2.576 Normal N(-0.3,0.36) (¾ = 0:6) probability p 0.1 zp 1.282 z 1¡p −1.282 c: X>c 0.469 c:X<c −1.069 Endpoints for intervals around the mean of probability p (¹ ¡ c ∙ X ∙ ¹ + c) probability p z (1¡p)=2 c 0.85 0.92 0.98 1.440 1.751 2.326 0.864 1.050 1.396 ¹¡c −1.164 −1.350 −1.696 ¹+c 0.564 0.750 1.096 Additional Problems Find ¾ such that a normal variable Y » N (9; ¾) is such that P [ j Y ¡ 9 j ∙ 0:05] = 0:99. A standard normal variable has probability 0.99 to fall between ¡2:576 and 2:576 (the z-score z 0:005). Hence, Y has probability 0.99 of falling within 2.576 times its standard deviation from its 0:05 ≈ 0:0194, mean. In other words, we need ¾ to be such that 0:05 = 2:576¾, that is ¾ = 2:576 2 corresponding to a variance ¾ 2 ≈ 0:0194 ≈ 0:0003767 Suppose we are sampling from a N (0; 0:16) distribution. How large should n (the sample size) ¹ j ∙ 0:01] = 0:99? be so that P [ j X We have that ¾ = 0:4 For a sample size of n, the sample mean will have expectation 0, and 0:4 variance 0:16 n , or a standard deviation of p n. We already noted that the appropriate z-score for an interval of probability 0.99 is 2.576. Hence, similarly to the previous question, we need that µ ¶2 2 0:4 0:4 ¢ 2:576 p n ¢ 2:576 = 0:01. Solving for n, n = = (2:576 ¢ 40) ≈ 10;617 ¡2 10