Data mining "SVM" & " Bayesian Classifier" Class + Question 1: Consider the data set shown in the following Table: Record A B C 0 0 0 0 0 1 0 1 1 0 1 0 7 1 8 1 9 1 1 1 + 10 1 0 1 + a) Estimate the conditional probabilities for P(A|+), P(B|+), P(C|+), P(A|—), P(B|—), and P(C|—). b) Use the estimate of conditional probabilities given in the previous question to predict the class label for test sample (A=0, B=1, C=0) using the naive Bayes approach. c) Estimate the conditional probabilities using the m-estimate approach, with p=1/2 and m=4. d) Repeat part (b) using the conditional probabilities given in part (c). e) Compare the two methods for estimating probabilities. Which method is better and why? 2345
Data mining "SVM" & " Bayesian Classifier" Class + Question 1: Consider the data set shown in the following Table: Record A B C 0 0 0 0 0 1 0 1 1 0 1 0 7 1 8 1 9 1 1 1 + 10 1 0 1 + a) Estimate the conditional probabilities for P(A|+), P(B|+), P(C|+), P(A|—), P(B|—), and P(C|—). b) Use the estimate of conditional probabilities given in the previous question to predict the class label for test sample (A=0, B=1, C=0) using the naive Bayes approach. c) Estimate the conditional probabilities using the m-estimate approach, with p=1/2 and m=4. d) Repeat part (b) using the conditional probabilities given in part (c). e) Compare the two methods for estimating probabilities. Which method is better and why? 2345
Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
Related questions
Question

Transcribed Image Text:Data mining "SVM" & " Bayesian Classifier"
Class
Question 1: Consider the data set shown in the following Table:
Record A
B C
1
0
0
0
0
0
1
0
1
1
4
1
1
5
0
6
1
0
7
0
8
0
9
1
1
1
10
1 0
1
+
a) Estimate the conditional probabilities for P(A+), P(B|+), P(C|+), P(A|—), P(B|—), and P(C|—).
b) Use the estimate of conditional probabilities given in the previous question to predict the class label for a test
sample (A=0, B=1, C=0) using the naive Bayes approach.
c) Estimate the conditional probabilities using the m-estimate approach, with p =1/2 and m=4.
d) Repeat part (b) using the conditional probabilities given in part (c).
e) Compare the two methods for estimating probabilities. Which method is better and why?
23
000
++++
Expert Solution

This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
This is a popular solution!
Trending now
This is a popular solution!
Step by step
Solved in 2 steps

Recommended textbooks for you

Computer Networking: A Top-Down Approach (7th Edi…
Computer Engineering
ISBN:
9780133594140
Author:
James Kurose, Keith Ross
Publisher:
PEARSON

Computer Organization and Design MIPS Edition, Fi…
Computer Engineering
ISBN:
9780124077263
Author:
David A. Patterson, John L. Hennessy
Publisher:
Elsevier Science

Network+ Guide to Networks (MindTap Course List)
Computer Engineering
ISBN:
9781337569330
Author:
Jill West, Tamara Dean, Jean Andrews
Publisher:
Cengage Learning

Computer Networking: A Top-Down Approach (7th Edi…
Computer Engineering
ISBN:
9780133594140
Author:
James Kurose, Keith Ross
Publisher:
PEARSON

Computer Organization and Design MIPS Edition, Fi…
Computer Engineering
ISBN:
9780124077263
Author:
David A. Patterson, John L. Hennessy
Publisher:
Elsevier Science

Network+ Guide to Networks (MindTap Course List)
Computer Engineering
ISBN:
9781337569330
Author:
Jill West, Tamara Dean, Jean Andrews
Publisher:
Cengage Learning

Concepts of Database Management
Computer Engineering
ISBN:
9781337093422
Author:
Joy L. Starks, Philip J. Pratt, Mary Z. Last
Publisher:
Cengage Learning

Prelude to Programming
Computer Engineering
ISBN:
9780133750423
Author:
VENIT, Stewart
Publisher:
Pearson Education

Sc Business Data Communications and Networking, T…
Computer Engineering
ISBN:
9781119368830
Author:
FITZGERALD
Publisher:
WILEY