Analyzing the Rhythm
Before we dive into the math, let's look at the rules of our machine. We are given the probability of a 0 appearing at even positions as P(0E)=21, which implies P(1E)=1−21=21.
At odd positions, the machine is more restrictive: P(0O)=31, which means P(1O)=1−31=32.
Think of these as the 'DNA' of our sequence. Every time we place a digit, we must check the index. This dependency on the index is the core of the problem.
The Two Paths of Destiny
When we look for the sequence '1001', we must realize that the probability of the sequence occurring depends entirely on whether it starts at an odd index or an even index.
If the sequence starts at an odd index, the positions follow the pattern: Odd, Even, Odd, Even.
If the sequence starts at an even index, the pattern shifts: Even, Odd, Even, Odd. These are our two mutually exclusive cases.
Calculating the Probabilities
Let's calculate the probability for Case 1, where the sequence '1001' starts at an odd position:
P(Case 1)=P(1O)×P(0E)×P(0O)×P(1E)
Substituting our values, we get:
P(Case 1)=32×21×31×21=362=181
Now, let's evaluate Case 2, where the sequence '1001' starts at an even position:
P(Case 2)=P(1E)×P(0O)×P(0E)×P(1O)
Substituting these values:
P(Case 2)=21×31×21×32=362=181
The Grand Synthesis
Since the sequence can start at an odd position OR an even position, we must add these probabilities together to find the total probability of the event occurring.
Total Probability=P(Case 1)+P(Case 2)
Total Probability=181+181=182=91
The final probability of the sequence '1001' appearing is 91. You have successfully mapped the behavior of the system and decoded the rhythm of the binary string.