Answer to Question #152028 in Statistics and Probability for JG

Question #152028
A manufacturing company produces computer chips, the quality control manager found the following facts.
1. A chip is either good or bad.
2. Based on the previous record, the probability of selecting a good chip is 0.92.
3. The probability of producing each chip is independent of others.

a) If we randomly select 10 chips, what is the probability that exactly 8 of them are good.
b) If we randomly select 15 chips, what is the probability that no more than 2 of them are bad.
c) If we randomly select 20 chips, what is the probability that at least 18 of them are good.
1
Expert's answer
2020-12-23T16:48:48-0500

Here x follows the binomial distribution

P(X=x)=C(n,x)px(1p)nxP(X=x)=C(n,x)\cdot p^x\cdot (1-p)^{n-x}

a) n = 10

p = 0.92

P(X=8)=C(10,8)0.928(10.92)108=10!8!2!0.9280.082=0.1478P(X=8)=C(10,8)\cdot 0.92^8\cdot (1-0.92)^{10-8}=\frac{10!}{8!2!}\cdot 0.92^8\cdot0.08^2=0.1478

b) n = 15

p = 1 – 0.92 = 0.08

P(X2)=P(X=0)+P(X=1)+P(X=2)P(X\le2)=P(X=0)+P(X=1)+P(X=2)

P(X=0)=C(15,0)0.0800.9215=0.2863P(X=0)=C(15,0)\cdot0.08^0\cdot0.92^{15}=0.2863

P(X=1)=C(15,1)0.0810.9214=0.3734P(X=1)=C(15,1)\cdot0.08^1\cdot0.92^{14}=0.3734

P(X=2)=C(15,2)0.0820.9213=0.2273P(X=2)=C(15,2)\cdot0.08^2\cdot0.92^{13}=0.2273

P(X2)=0.2863+0.3734+0.2273=0.887P(X\le2)=0.2863+0.3734+0.2273=0.887

c) n = 20

p = 0.92

P(X18)=P(X=18)+P(X=19)+P(X=20)P(X\ge18)=P(X=18)+P(X=19)+P(X=20)

P(X=18)=C(20,18)0.92180.082=0.2711P(X=18)=C(20,18)\cdot0.92^{18}\cdot0.08^{2}=0.2711

P(X=19)=C(20,19)0.92190.081=0.3281P(X=19)=C(20,19)\cdot0.92^{19}\cdot0.08^{1}=0.3281

P(X=20)=C(20,20)0.92200.080=0.1887P(X=20)=C(20,20)\cdot0.92^{20}\cdot0.08^{0}=0.1887

P(X18)=0.2711+0.3281+0.1887=0.7879P(X\ge18)=0.2711+0.3281+0.1887=0.7879


Answer:

a) 0.1478

b) 0.887

c) 0.7879


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