Math Problem Statement

فرض کنید متغیرهای تصادفی X و Y دارای تابع چگالی توأم f(x, y) = 2y, 0 < x < 1, 0 < y < 1 باشند. مقدار P(X^2 < Y < X) کدام است؟

Solution

The problem describes two random variables XX and YY with a given joint probability density function (PDF) f(x,y)=2yf(x, y) = 2y, where 0<x<10 < x < 1 and 0<y<10 < y < 1. The question asks to find the probability:

P(X2<Y<X)P(X^2 < Y < X)

Step-by-Step Solution:

  1. Define the Region: We are interested in the probability that X2<Y<XX^2 < Y < X. To find this, we need to identify the region of the (x,y)(x, y)-plane where this condition holds, given that 0<x<10 < x < 1 and 0<y<10 < y < 1.

    The condition X2<Y<XX^2 < Y < X describes the area between the curves y=X2y = X^2 and y=Xy = X.

  2. Set up the Probability Expression: The probability can be written as:

    P(X2<Y<X)=01X2Xf(x,y)dydxP(X^2 < Y < X) = \int_0^1 \int_{X^2}^{X} f(x, y) \, dy \, dx

    Since f(x,y)=2yf(x, y) = 2y, we substitute it into the integral:

    P(X2<Y<X)=01X2X2ydydxP(X^2 < Y < X) = \int_0^1 \int_{X^2}^{X} 2y \, dy \, dx

  3. Evaluate the Inner Integral: The inner integral with respect to yy is:

    X2X2ydy=[y2]X2X=X2(X4)\int_{X^2}^{X} 2y \, dy = \left[ y^2 \right]_{X^2}^{X} = X^2 - (X^4)

    Simplifying, we get:

    X2X4X^2 - X^4

  4. Evaluate the Outer Integral: Now, integrate with respect to xx:

    P(X2<Y<X)=01(X2X4)dxP(X^2 < Y < X) = \int_0^1 (X^2 - X^4) \, dx

    Break this into two separate integrals:

    01X2dx01X4dx\int_0^1 X^2 \, dx - \int_0^1 X^4 \, dx

    These integrals are straightforward:

    01X2dx=13,01X4dx=15\int_0^1 X^2 \, dx = \frac{1}{3}, \quad \int_0^1 X^4 \, dx = \frac{1}{5}

    Therefore, the probability is:

    P(X2<Y<X)=1315=515315=215P(X^2 < Y < X) = \frac{1}{3} - \frac{1}{5} = \frac{5}{15} - \frac{3}{15} = \frac{2}{15}

So, the correct probability is 215\frac{2}{15}, which matches option (3) in the provided answers.


Would you like further details or clarifications on this? Here are some related questions for practice:

  1. How do you generalize the method to find P(Xa<Y<Xb)P(X^a < Y < X^b) for arbitrary aa and bb?
  2. What would the solution look like if the PDF was a different function, say f(x,y)=3xyf(x, y) = 3xy?
  3. How does changing the limits of XX and YY affect the probability calculation?
  4. What is the role of the normalization condition in determining the validity of a PDF?
  5. How would the solution change if the support of XX and YY was from 00 to 22 instead of 00 to 11?

Tip: When dealing with probability density functions, always ensure the PDF is normalized (i.e., integrates to 1) over the given range to ensure it is valid.

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Math Problem Analysis

Mathematical Concepts

Probability
Joint Probability Distribution
Integration

Formulas

P(X^2 < Y < X) = ∫(0 to 1) ∫(X^2 to X) 2y dy dx
∫ y^2 from X^2 to X = X^2 - X^4
P(X^2 < Y < X) = ∫(0 to 1) (X^2 - X^4) dx

Theorems

Probability Density Function
Integration

Suitable Grade Level

Undergraduate Probability or Statistics