Pair the machine learning tasks with the optimization criteria listed below by filling in each blank slot with one label of A, B, C, or D.  Training tasks: A.  principal component analysis  B.  Bayes classifier design C.  multivariate Gaussian density estimation D.  logistic regression estimation  Optimization criteria: Maximum likelihood estimation:  [a] Minimum cross entropy: [b] Minimum classification error:  [c] Maximum variance preservation: [d]

Update the centroids of the two clusters after the above assignment step. m1_new = [[m11]  [m12]]’,  m2_new = [[m21] [m22]]’  

Assuming the decision threshold θ = 1.5 for minimum error classification, determine which type of the expected classification error below is larger? A. The error of assigning  

For the same classifier as in the above figure,  if the classification costs are specified as

If a minimum risk classifier is designed for the classification costs of  

Classify the data sample: classification  k=3 [k3c] k=5 [k5c]

How are dividends classified on the financial statements?

Which of the following is the first step in the accounting cycle?

On which financial statement would you typically find accumulated depreciation reported?

Which of the following is true regarding the effect of purchasing inventory on account?