Given a set of three states of nature = {w₁,w2, w3} with prior probabilities P(w₁) = 0.2, P(₂)=0.3 and P(w3) = 0.5. In addition, each observation is

A First Course in Probability (10th Edition)
10th Edition
ISBN:9780134753119
Author:Sheldon Ross
Publisher:Sheldon Ross
Chapter1: Combinatorial Analysis
Section: Chapter Questions
Problem 1.1P: a. How many different 7-place license plates are possible if the first 2 places are for letters and...
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represented by a scalar x with Gaussian class-conditional probability density
functions (pdf) p(x | w₁) ~ N(14₁ 07) (1 ≤ i ≤3). Specifically, we have
141= -1, 112=0, s=2 and 1=2, 02=1, 03 = 3.
Please answer the following questions:
a) In case of minimum-error-rate classification, which state of nature should we
decide for x-1.5?
b) Suppose we have a set of two possible actions A= (a₁, a2) with the
following loss function:
Action
Class
α = α1
α = α₂
w = wi
5
10
w=6₂
10
30
ولنا = لا
20
3
For an observation x with value 0.5, which action should we apply on x?
Transcribed Image Text:represented by a scalar x with Gaussian class-conditional probability density functions (pdf) p(x | w₁) ~ N(14₁ 07) (1 ≤ i ≤3). Specifically, we have 141= -1, 112=0, s=2 and 1=2, 02=1, 03 = 3. Please answer the following questions: a) In case of minimum-error-rate classification, which state of nature should we decide for x-1.5? b) Suppose we have a set of two possible actions A= (a₁, a2) with the following loss function: Action Class α = α1 α = α₂ w = wi 5 10 w=6₂ 10 30 ولنا = لا 20 3 For an observation x with value 0.5, which action should we apply on x?
Given a set of three states of nature = {w₁,w2, w3} with prior probabilities
P(w₁) = 0.2, P(w₂) = 0.3 and P(3) = 0.5. In addition, each observation is
Transcribed Image Text:Given a set of three states of nature = {w₁,w2, w3} with prior probabilities P(w₁) = 0.2, P(w₂) = 0.3 and P(3) = 0.5. In addition, each observation is
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