The Data Detective
Unlocking the Mystery of Distributions
Welcome, future engineer. Today, we are not just solving a statistics problem; we are stepping into the shoes of a data detective. In the world of JEE Advanced, statistics is often viewed as a 'formula-heavy' topic, but I want you to see it differently. It is a study of balance.
When we talk about mean and variance, we are talking about the center of gravity and the spread of a system. Let us unravel this puzzle together.
Phase 1
The Mystery of the Missing Frequencies
Imagine you are looking at a frequency distribution table. You see values x1=2, x2=6, x3=8, x4=9, but the frequencies for the last two are hidden behind the Greek letters α and β. We are given the mean xˉ=6 and the variance σ2=6.8.
In algebra, whenever you have two unknowns, you need two independent constraints to find them. Here, the mean and the variance are those two keys.
Let us start with the mean. The definition is:
xˉ=∑fi∑fixi
The total frequency
N is
4+4+α+β=8+α+β. The sum of products is:
4(2)+4(6)+8α+9β=32+8α+9β
Setting this equal to the mean of
6, we get:
6=8+α+β32+8α+9β
Cross-multiplying gives us
48+6α+6β=32+8α+9β, which simplifies beautifully to our first linear equation:
2α+3β=16
Keep this close; it is the foundation of our solution.
Phase 2
The Variance Challenge
Now, we tackle the variance. Since the mean is
6, a perfect integer, the deviation method is incredibly elegant:
σ2=∑fi∑fi(xi−xˉ)2
Let us calculate the squared deviations (xi−xˉ)2:
For 2: (2−6)2=16
For 6: (6−6)2=0
For 8: (8−6)2=4
For 9: (9−6)2=9
Multiplying these by their respective frequencies, we get the numerator:
4(16)+4(0)+α(4)+β(9)=64+4α+9β
Equating this to the variance
6.8, we have:
6.8=8+α+β64+4α+9β
Phase 3
The Algebraic Dance
Solving this second equation requires patience. Cross-multiplying gives:
6.8(8+α+β)=64+4α+9β
Expanding this, we get
54.4+6.8α+6.8β=64+4α+9β. Rearranging the terms, we arrive at:
2.8α−2.2β=9.6
To clear the decimals, multiply the entire equation by
5, yielding:
14α−11β=48
Now, we have a system: 2α+3β=16 and 14α−11β=48. Multiplying the first equation by 7 gives 14α+21β=112.
Subtracting the second equation from this, the α terms vanish, leaving 32β=64, so β=2. Substituting back, we find α=5. We have successfully cracked the code!
Phase 4
The Twist
Finally, the problem throws a curveball. We change x3 from 8 to 7. The frequencies α=5 and β=2 remain unchanged.
Our new dataset is
2,6,7,9 with frequencies
4,4,5,2. The total frequency
N remains
15. The new sum of products is:
4(2)+4(6)+5(7)+2(9)=8+24+35+18=85
The new mean is simply:
xˉnew=1585=317
See how the logic flows? We didn't just calculate; we adapted. That is the essence of JEE physics and math. Stay curious, stay rigorous, and keep solving.