The Hidden Symmetry of Data
Welcome, future engineer. Today, we are not just crunching numbers; we are peeling back the layers of a problem that hides a beautiful, elegant symmetry.
When you look at a data set where values are 0,2,4,8,…,2n and frequencies are binomial coefficients nC0,nC1,…,nCn, you might feel overwhelmed. But stop. Breathe. Look closer.
These aren't random numbers. They are the building blocks of the Binomial Theorem. Let us embark on this journey to find n.
Phase 1
The Anatomy of the Mean
Every statistical problem has a heartbeat, and for a frequency distribution, that heartbeat is the formula for the mean:
xˉ=∑i=0nfi∑i=0nxifi
This formula is our North Star. We have two distinct tasks: calculate the denominator (the total frequency) and the numerator (the sum of products).
Let us tackle the denominator first. It is the sum of all binomial coefficients: ∑r=0nnCr.
If you have spent time with Pascal's Triangle, you know this identity by heart: the sum of the n-th row is exactly 2n. So, our denominator is 2n. Simple, clean, and powerful.
Phase 2
The Binomial Magic
Now, the numerator. This is where the thrill begins. We need to calculate:
i=0∑nxifi=(0⋅nC0)+(21⋅nC1)+(22⋅nC2)+⋯+(2n⋅nCn)
The first term is zero, which is a gift—it simplifies our life. We are left with ∑i=1n2inCi.
This looks hauntingly familiar. Recall the standard binomial expansion:
(1+x)n=nC0+nC1x+nC2x2+⋯+nCnxn
If we set x=2, the right side becomes nC0+nC1(2)+nC2(22)+⋯+nCn(2n). This is exactly the series we need, plus that pesky nC0 term!
Phase 3
The Final Act
We know (1+2)n=3n. So, 3n=nC0+∑i=1n2inCi.
Since nC0=1, our numerator sum is simply 3n−1. Now, we bring it all together.
The mean is:
The problem tells us the mean is 2n728. Equating these, we get:
The denominators cancel out, leaving us with the elegant equation 3n−1=728, or 3n=729.
We know that 36=729. Thus, n=6.
You have navigated the complexity and arrived at the truth. Keep this clarity, and you will conquer any problem the JEE throws your way.