Math Problem Statement

A random variable P(x) = kx²-3≤x≤3 10 elsewhere X has the following density function Find the value of K.

Evaluate

(i) P(1≤ x ≤2)

(ii) P(x ≤2)

Solution

To solve this problem involving the probability density function (PDF) P(x)=kx2P(x) = kx^2 for 3x3-3 \leq x \leq 3 and 00 elsewhere, let's walk through the steps systematically.


Step 1: Find the value of kk

The total probability for a PDF must integrate to 1 over the entire range. That is,
33P(x)dx=1\int_{-3}^{3} P(x) \, dx = 1
Since P(x)=kx2P(x) = kx^2 within the interval 3x3-3 \leq x \leq 3, we solve:
33kx2dx=1\int_{-3}^{3} kx^2 \, dx = 1

First, compute the integral: 33x2dx=[x33]33=(333)((3)33)\int_{-3}^{3} x^2 \, dx = \left[ \frac{x^3}{3} \right]_{-3}^{3} = \left( \frac{3^3}{3} \right) - \left( \frac{(-3)^3}{3} \right)
=(273)(273)=9+9=18= \left( \frac{27}{3} \right) - \left( \frac{-27}{3} \right) = 9 + 9 = 18

Now, multiply by kk and equate to 1: k18=1k=118k \cdot 18 = 1 \quad \Rightarrow \quad k = \frac{1}{18}
So, the value of kk is 118\frac{1}{18}.


Step 2: Evaluate P(1x2)P(1 \leq x \leq 2)

We need to compute the probability within the interval 1x21 \leq x \leq 2: P(1x2)=12kx2dxP(1 \leq x \leq 2) = \int_1^2 kx^2 \, dx Substitute k=118k = \frac{1}{18}: P(1x2)=11812x2dxP(1 \leq x \leq 2) = \frac{1}{18} \int_1^2 x^2 \, dx Now, compute the integral: 12x2dx=[x33]12=(233)(133)\int_1^2 x^2 \, dx = \left[ \frac{x^3}{3} \right]_1^2 = \left( \frac{2^3}{3} \right) - \left( \frac{1^3}{3} \right) =8313=73= \frac{8}{3} - \frac{1}{3} = \frac{7}{3} So: P(1x2)=118×73=754P(1 \leq x \leq 2) = \frac{1}{18} \times \frac{7}{3} = \frac{7}{54}


Step 3: Evaluate P(x2)P(x \leq 2)

We need to compute the probability from the lower bound 3-3 to 22: P(x2)=32kx2dxP(x \leq 2) = \int_{-3}^2 kx^2 \, dx Substitute k=118k = \frac{1}{18}: P(x2)=11832x2dxP(x \leq 2) = \frac{1}{18} \int_{-3}^2 x^2 \, dx We have already computed 33x2dx=18\int_{-3}^{3} x^2 \, dx = 18 in Step 1, and now we compute the integral from 3-3 to 22: 32x2dx=[x33]32=(233)((3)33)\int_{-3}^2 x^2 \, dx = \left[ \frac{x^3}{3} \right]_{-3}^{2} = \left( \frac{2^3}{3} \right) - \left( \frac{(-3)^3}{3} \right) =83273=83+273=353= \frac{8}{3} - \frac{-27}{3} = \frac{8}{3} + \frac{27}{3} = \frac{35}{3} So: P(x2)=118×353=3554P(x \leq 2) = \frac{1}{18} \times \frac{35}{3} = \frac{35}{54}


Final Answers

  1. Value of kk:
    k=118k = \frac{1}{18}

  2. Probability P(1x2)P(1 \leq x \leq 2):
    P(1x2)=754P(1 \leq x \leq 2) = \frac{7}{54}

  3. Probability P(x2)P(x \leq 2):
    P(x2)=3554P(x \leq 2) = \frac{35}{54}


Do you have any further questions? Would you like a breakdown of any step?

Here are 5 follow-up questions you might consider:

  1. What is the meaning of a probability density function (PDF)?
  2. How does the integral of a PDF relate to probability?
  3. Can a PDF have values greater than 1?
  4. What happens if the PDF is not normalized to 1?
  5. How do we interpret cumulative probability P(Xa)P(X \leq a) for continuous distributions?

Tip:
For continuous distributions, probabilities of individual points like P(X=2)P(X = 2) are always zero because the probability is calculated over intervals!

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Math Problem Analysis

Mathematical Concepts

Probability Density Function
Integration
Continuous Probability

Formulas

P(x) = kx² for -3 ≤ x ≤ 3
∫ P(x) dx = 1 (total probability over range)
∫ x² dx = [x³/3] (standard integral of x²)

Theorems

Normalization of Probability Density Functions
Fundamental Theorem of Calculus

Suitable Grade Level

Grades 11-12