Based on the data in Table 13.10, (i) estimate a multinomial Naive Bayes classifier, (ii) apply the classifier to the test document, (iii) estimate a Bernoulli NB classifier, (iv) apply the classifier to the test document. You need not estimate parameters that you dont need for classifying the test document.

> Table 13.10 Data for parameter estimation exercise. docID words in document 2 Macao Taiwan Shanghai yes 4 training set 1 Taipei Taiwan in c China? yes Japan Sapporo Sapporo Osaka Taiwan no no test set Taiwan Taiwan Sapporo