How Many Gallons Should Be Delivered to Have a Probability of 0.1?

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SUMMARY

The discussion centers on determining the appropriate number of gallons to deliver weekly to achieve a probability of 0.1, given a probability density function (pdf) defined as f(x) = 5(1-x)^4 for 0 < x < 1. The cumulative distribution function (cdf) derived is F(y) = -(1-y)^5 + 1 for 0 ≤ y < 1. Participants clarify that the question seeks the value of y such that either F(y) = 0.1 or 1 - F(y) = 0.1, leading to the conclusion that the correct delivery amount is approximately 4 gallons.

PREREQUISITES
  • Understanding of probability density functions (pdf) and cumulative distribution functions (cdf).
  • Knowledge of integration techniques, particularly for continuous random variables.
  • Familiarity with the concept of random variables and their properties.
  • Basic algebraic manipulation skills for solving equations.
NEXT STEPS
  • Study the properties of continuous random variables and their probability distributions.
  • Learn integration techniques for calculating areas under curves, specifically for pdfs.
  • Explore the differences between cumulative distribution functions and survival functions.
  • Practice solving problems involving probability calculations with various distributions.
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This discussion is beneficial for students in statistics or probability courses, educators teaching these concepts, and professionals in fields requiring statistical analysis, such as data science or operations research.

DotKite
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Homework Statement



A commercial water distributor supplies an office with gallons of water once
a week. Suppose that the weekly supplies in tens of gallons is a random
variable with pdf



f(x) = 5(1-x)^4 , 0 < x <1

f(x) = 0 , elsewhere

Approx how many gallons should be delivered in one week so that the probability of the supply is 0.1?

Homework Equations





The Attempt at a Solution



I started out by finding the cdf


F(y) = 0 , y < 0

F(y) = -(1-y)^5 + 1 , 0 ≤ y < 1

F(y) = 1 , y ≥ 1



Here is where i get lost. So y is our gallons (in tens). We want to find the amount of gallons that yields a probability of 0.1

p(y≤t) = F(t) = 0.1 thus

-(1-y)^5 + 1 = 0.1


When I solve for y I do not get the right answer which is apparently 4 gallons
 
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Is that exact wording of the problem statement as given to you?
 
DotKite said:
Approx how many gallons should be delivered in one week so that the probability of the supply is 0.1?

p(y≤t) = F(t) = 0.1 thus

-(1-y)^5 + 1 = 0.1
Clearly the probability of any specific quantity is zero, so is the question asking for a y such that the probability of at least y is .1 or the probability of at most y is .1? you have interpreted it the second way.
 
DotKite said:

Homework Statement



A commercial water distributor supplies an office with gallons of water once
a week. Suppose that the weekly supplies in tens of gallons is a random
variable with pdf



f(x) = 5(1-x)^4 , 0 < x <1

f(x) = 0 , elsewhere

Approx how many gallons should be delivered in one week so that the probability of the supply is 0.1?
I am not clear on what "the probability of the supply is 0.1" means. I suspect you mean "the probability that the amount actually supplied is at least y is 0.1". That means that you want to find y such that \int_0^y 5(1- x)^4 dx.

Homework Equations





The Attempt at a Solution



I started out by finding the cdf


F(y) = 0 , y < 0

F(y) = -(1-y)^5 + 1 , 0 ≤ y < 1

F(y) = 1 , y ≥ 1



Here is where i get lost. So y is our gallons (in tens). We want to find the amount of gallons that yields a probability of 0.1

p(y≤t) = F(t) = 0.1 thus

-(1-y)^5 + 1 = 0.1


When I solve for y I do not get the right answer which is apparently 4 gallons
To integrate \int_0^y 5(1- x)^4 dx= 0.1 let u= 1- x so that du= -dx, when x= 0, u= 1, and when x= y, u= 1- y so that the integral becomes 5\int_1^{1- y} u^4(-du)= \int_{1- y}^1 u^4 du
 
HallsofIvy said:
I am not clear on what "the probability of the supply is 0.1" means. I suspect you mean "the probability that the amount actually supplied is at least y is 0.1". That means that you want to find y such that \int_0^y 5(1- x)^4 dx.


To integrate \int_0^y 5(1- x)^4 dx= 0.1 let u= 1- x so that du= -dx, when x= 0, u= 1, and when x= y, u= 1- y so that the integral becomes 5\int_1^{1- y} u^4(-du)= \int_{1- y}^1 u^4 du

He did that integration already in his OP. The real issue seems to be that he/she does not know whether or not to solve F(y) = 0.1 or 1-F(y) = 0.1.
 
Hello, DotKite.

You did the integration correctly. The problem is that you solved for the variable incorrectly.

By definition of probability of continuous variable, if $F(y)$ is cdf, we mean:

##F(y) = P(Y \leq y)##

With a lower bound ##a##, ##P(a \leq Y \leq y) = F(y) - F(a)##

You also wrote out the expression correctly, but the wrong value. Try to solve for ##y## again, and you should get the correct answer.
 

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