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Topic 7-1 Standard Error (SE) = Standard deviation / sqrt( n ) CI ( Confidence Interval ) = mean +- Z-score * SE Lower – CI = Z-score * SE Z- test 95% CI in Z-score = -1.96 to 1.96 T-test 95% CI in Z-score = -2.306 to 2.306 Topic 7-4 Question 1 #Apply Laplace to resolve the Zero-frequency-problem Question 2 Question 3 # K nearest neighbour have 2 approaches : 1) majority vote ( Euclidean Distance) 2) Distance weight approach #Rank ( Low -> High ) # Rank ( High -> Low ) Question 4 Question 5 Question 6 Topic 7-5 Question 1 and 2 Ans: Topic 7-6 Ans: 3 / 4 = 0.75 Minimum support = support count / total transactions 0.06 = support count / 5 Support count = 3 Generate Association Rule