We have 10 instances: 5 P and 5 N, given in the following table. Generate a ROC curve and comment on the performance of the classifier. What threshold you will choose? Justify your choice of threshold. Instance Number Class Score 1 P 0.9 0.8 3 P 0.7 4 0.6 0.55 0.5 N 7 0.4 8 N 0.3 9. N 0.2 10 N 0.1 Note: You don't need to write code: vou have to solve this problem using paper and pencil (or

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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We have 10 instances: 5 P and 5 N, given in the following table. Generate a ROC curve and
comment on the performance of the classifier. What threshold you will choose? Justify your
choice of threshold.
Instance Number
Class
Score
1
0.9
2
0.8
3
P
0.7
4
0.6
5
N
0.55
N
0.5
7
P
0.4
8
0.3
0.2
10
0.1
Note: You don't need to write code; you have to solve this problem using paper and pencil (or
Transcribed Image Text:We have 10 instances: 5 P and 5 N, given in the following table. Generate a ROC curve and comment on the performance of the classifier. What threshold you will choose? Justify your choice of threshold. Instance Number Class Score 1 0.9 2 0.8 3 P 0.7 4 0.6 5 N 0.55 N 0.5 7 P 0.4 8 0.3 0.2 10 0.1 Note: You don't need to write code; you have to solve this problem using paper and pencil (or
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