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In a set of $$2n$$ observations, half of them are equal to 'a' and the remaining half are equal to '-a'. If the standard deviation of all the observations is 2; then the value of |a| is :
We are given a set of $$2n$$ observations. Half of them, which is $$n$$ observations, are equal to $$a$$, and the other half, also $$n$$ observations, are equal to $$-a$$. The standard deviation of all observations is given as 2. We need to find the value of $$|a|$$.
Recall that the standard deviation ($$\sigma$$) is the square root of the variance ($$\sigma^2$$). Given $$\sigma = 2$$, we have:
$$\sigma^2 = 2^2 = 4$$
So, the variance is 4.
To find the variance, we first need the mean of the observations. Let the mean be denoted by $$\bar{x}$$. The sum of all observations is:
$$\text{Sum} = (a + a + \cdots + a) + (-a + (-a) + \cdots + (-a)) = n \times a + n \times (-a) = na - na = 0$$
Since there are $$2n$$ observations, the mean is:
$$\bar{x} = \frac{\text{Sum}}{2n} = \frac{0}{2n} = 0$$
The variance is defined as the average of the squared differences from the mean. Since the mean is 0, the variance simplifies to:
$$\sigma^2 = \frac{1}{2n} \sum_{i=1}^{2n} (x_i - \bar{x})^2 = \frac{1}{2n} \sum_{i=1}^{2n} x_i^2$$
Now, we compute the sum of the squares of all observations. The first $$n$$ observations are each $$a$$, so their squares sum to $$n \times a^2$$. The next $$n$$ observations are each $$-a$$, and since $$(-a)^2 = a^2$$, their squares also sum to $$n \times a^2$$. Therefore, the total sum of squares is:
$$\sum_{i=1}^{2n} x_i^2 = n a^2 + n a^2 = 2n a^2$$
Substituting this into the variance formula:
$$\sigma^2 = \frac{1}{2n} \times 2n a^2 = \frac{2n a^2}{2n} = a^2$$
We know that $$\sigma^2 = 4$$, so:
$$a^2 = 4$$
Solving for $$a$$:
$$a = \pm 2$$
The question asks for $$|a|$$, the absolute value of $$a$$:
$$|a| = |\pm 2| = 2$$
Therefore, the value of $$|a|$$ is 2.
Looking at the options:
A. 2
B. $$\sqrt{2}$$
C. 4
D. $$2\sqrt{2}$$
Hence, the correct answer is Option A.
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