Question

Use Naïve Bayes to build the classification model for the first 10 instances using three different probability estimations listed in the following, and then make predictions for the last five instances. What is the accuracy of this model?

a. Using the original probability estimation;

b. Using Laplace correction;

c. Using m-estimation with m=1.

age	sex	sick	pregnant	tumor	class
TRAINING RECORDS
19	F	Serious	Yes	Yes	positive
49	M	Light	No	No	negative
28	F	heavy	Yes	Yes	positive
62	M	Light	No	No	negative
35	F	Serious	Yes	Yes	negative
78	F	Light	No	Yes	positive
71	M	heavy	No	No	negative
25	F	Serious	Yes	Yes	positive
45	M	Light	No	No	negative
31	F	heavy	Yes	Yes	negative
TESTING RECORDS
40	F	Serious	Yes	Yes	positive
22	M	Light	No	No	negative
50	F	Serious	No	Yes	positive
31	F	Light	Yes	No	negative
24	M	heavy	No	Yes	positive

Answer 1