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Question

Two yarn samples have standard deviation of strength $\sigma_1$ and $\sigma_2$. If $\sigma_1 < \sigma_2$, the 'F' ratio would be

The correct answer is
$\sigma_2^2 / \sigma_1^2$

Understanding the F Ratio Calculation

The F ratio is commonly used in statistical tests (like ANOVA) to compare the variances of two samples. It is calculated as the ratio of the larger variance to the smaller variance.

Identifying Sample Variances

Given two yarn samples with standard deviations $\sigma_1$ and $\sigma_2$, their respective variances are:

  • Variance 1: ${\sigma_1}^2$
  • Variance 2: ${\sigma_2}^2$

Applying the Condition for F Ratio

We are given the condition that $\sigma_1 < \sigma_2$. Squaring both sides of this inequality preserves the direction:

${\sigma_1}^2 < {\sigma_2}^2$

This means ${\sigma_2}^2$ is the larger variance and ${\sigma_1}^2$ is the smaller variance.

Calculating the F Ratio

Following the definition, the F ratio is the larger variance divided by the smaller variance:

F Ratio = $\frac{\text{Larger Variance}}{\text{Smaller Variance}}$

Substituting the identified variances:

F Ratio = $\frac{{\sigma_2}^2}{{\sigma_1}^2}$

Therefore, the correct F ratio is ${\sigma_2}^2 / {\sigma_1}^2$.

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Important Questions from Variance

  1. Consider a random variable $X$ with mean $\mu_X = 0.1$ and variance $\sigma_X^2 = 0.2$. A new random variable $Y = 2X + 1$ is defined. The variance of the random variable $Y$ (rounded off to one decimal place) is ________________.
  2. Variance of the sum of two statistically independent random variables $X$ and $Y$, $\sigma_{X+Y}^2$, is
  3. A continuous random variable $x$ has a probability density function given by 

    $f(x) = e^{-a|x|} \text{ } (-\infty < x < \infty)$ 

    where $a$ is a real constant. The variance of $x$ is __________ (correct up to one decimal place).

  4. Two yarns have variance of strength as $V_1$ and $V_2$. If $V_1 < V_2$, the variance ratio 'F' would be
  5. People were prohibited ________ their vehicles near the entrance of the main administrative building.

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