Continuous joint probability density functions

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SUMMARY

The discussion centers on calculating the constant 'a' in the joint probability density function defined as a(x + y²) for the range 0 ≤ x ≤ 2 and 0 ≤ y ≤ 2. The correct approach involves setting up the double integral of the function over the specified limits and equating it to 1 to solve for 'a'. The integral calculation yields a value of 3/28 for 'a', confirming its legitimacy as a probability distribution. Additionally, the marginal probability density function of Y can be derived from this joint distribution, allowing for the calculation of the probability that 0.25 < Y < 0.75.

PREREQUISITES
  • Understanding of joint probability density functions
  • Knowledge of double integrals
  • Familiarity with marginal probability density functions
  • Experience using integral calculators, such as Symbolab
NEXT STEPS
  • Learn how to calculate double integrals in multivariable calculus
  • Study the properties of joint probability distributions
  • Explore marginal and conditional probability density functions
  • Practice using integral calculators for complex functions
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Students and professionals in statistics, data science, and mathematics who are working with joint probability distributions and require a deeper understanding of multivariable integrals.

das1
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Consider the following joint probability distribution function of (X , Y):

a(x + y^2) {0<=x<=2, 0<=y<=2}
0 otherwise

Calculate the value of the constant a that makes this a legitimate probability distribution. (Round your answer to four decimal places as appropriate.)

And then,
For the distribution above, determine the marginal probability density function of Y and use it to calculate the probability that 0.25 < Y < 0.75. (Round your answer to the fourth decimal place as appropriate.)
 
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What have you tried so far? What properties of joint probability distribution functions do you know? There is one property that was used in a thread you made yesterday which is useful here, just extended to two variables.
 
OK so this is what I've done:
I set up the integral from 0 to 2 of (x+y^2)dx dy = 1
I've never done an integral with 2 variables before but I plugged it into this calculator:
Integral Calculator - Symbolab
and it gave me 28/3 ? Set that = 1 and divide and get 3/28?

That's my best guess so far, but I could be way off.
 
You've never worked with double integrals before? Do you know how to solve something like this?

$$\int_{0}^{1} \int_{1}^{5} x+ydydx$$

If not you haven't been given the tools you need to solve this problem so it's totally understandable why this is difficult! :)

You are on the right track though in your reasoning. The double integral of the joint pdf should equal one:

$$\int_{0}^{2} \int_{0}^{2} a(x+y^2)dydx=1$$
 

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