Let x be chosen uniformly from the interval [-1, +1], and the labels, y, from the set { 0, 1}. We are given the following conditional probabilities for all x and y: Pr(1 | x) = 0, 2 = x + x E = 1, x E + Pr(0 | x) = 1, 2 1 = -x + 2' x E 2 = 0, The question: what is the Bayes error of the Bayes classifier relating to this model? a. 0.45 O b. 0.5 О с. 0

A First Course in Probability (10th Edition)
10th Edition
ISBN:9780134753119
Author:Sheldon Ross
Publisher:Sheldon Ross
Chapter1: Combinatorial Analysis
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8
Let x be chosen uniformly from the interval [-1, +1], and the labels, y, from the set { 0, 1}. We
are given the following conditional probabilities for all x and y:
Pr(1 | x) = 0,
-1, –
1
= x +
1
1
+
1
= 1,
x E +
+1
Pr(0 | x) = 1,
-1,-
1
= -x +
2'
1
1
1
= 0,
x E |+
+1
The question: what is the Bayes error of the Bayes classifier relating to this model?
а.
0.45
O b. 0.5
О с. 0
O d. 0.125
+
- IN
Transcribed Image Text:Let x be chosen uniformly from the interval [-1, +1], and the labels, y, from the set { 0, 1}. We are given the following conditional probabilities for all x and y: Pr(1 | x) = 0, -1, – 1 = x + 1 1 + 1 = 1, x E + +1 Pr(0 | x) = 1, -1,- 1 = -x + 2' 1 1 1 = 0, x E |+ +1 The question: what is the Bayes error of the Bayes classifier relating to this model? а. 0.45 O b. 0.5 О с. 0 O d. 0.125 + - IN
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