The Geometry of Chance
A Journey into Binomial Probability
Welcome, future engineer! Today, we are not just solving a probability problem; we are stepping into the shoes of a statistician analyzing a series of independent events.
Imagine you are standing in a casino, holding two dice. You are about to throw them five times. The goal is to get a sum of 5 as often as possible. This is the essence of the Binomial Distribution—a powerful framework that turns chaos into predictable patterns.
Phase 1
The Grid of Possibilities
First, let us ground ourselves in the physical reality of the experiment. When you throw two dice, each die has 6 faces. The total number of unique outcomes is 6×6=36.
Visualize a 6×6 grid. Each cell in this grid represents one possible outcome of the pair. Now, we define our 'success'. A success occurs when the sum of the two dice is exactly 5.
Let us hunt for these pairs: (1,4), (2,3), (3,2), and (4,1). There are exactly 4 favorable outcomes. Thus, the probability of success in a single throw is:
Consequently, the probability of failure is:
Phase 2
The Binomial Engine
Now, we move to the core of the problem. We are throwing the dice 5 times. This is a classic Binomial Distribution scenario because the trials are independent, and the probability of success remains constant.
We want the probability of 'at least 4 successes'. This means we need to calculate the probability of exactly 4 successes, P(X=4), and exactly 5 successes, P(X=5), and add them together.
Using the Binomial formula P(X=r)=(rn)prqn−r, let us calculate P(X=4):
P(X=4)=(45)(91)4(98)1=5×941×98=9540
Next, let us calculate P(X=5):
P(X=5)=(55)(91)5(98)0=1×951×1=951
Phase 3
The Final Bridge
Adding these together, we get the total probability:
Here is where the JEE examiner tests your attention to detail. The question demands the answer in the form 311k.
We know that 9=32, so 95=(32)5=310. Our expression is 31041. To reach the target denominator of 311, we multiply both the numerator and the denominator by 3:
Comparing this to 311k, we find that k=123. You have successfully navigated the trap!