Probability of Bit Strings with 1 and 00 Endings: A 10-bit Analysis

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SUMMARY

The probability of a randomly generated 10-bit string beginning with a 1 or ending with 00, given that the probability of a bit being 0 is 0.4, is calculated to be 0.664. The probability that the first digit is a 1 is 0.6, while the probability that the last two digits are 00 is (0.4)^2. The overall probability combines these two independent events using the formula P(bit string begins with a 1) + P(bit string ends with 00) - P(bit string begins with 1 AND ends with 00) to avoid double-counting. The number of bits in the string does not affect the outcome as the values of the other bits are irrelevant to this specific probability calculation.

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Homework Statement


Find the probability that a randomly generated bit string of length 10 begins
with a 1 or ends with 00 if the probability that a bit is a 0 is 0.4.


Homework Equations





The Attempt at a Solution


The probability that a bit is a 0 is 0.4 and that a bit is a 1 is 0.6.
1 - - - - - - - 0 0
I'm not sure how to move on?
 
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In this case, it's easier to compute the probability that the bit string will neither begin with 1 nor end with two 0s.
 


Your probability is P(bit string begins with a 1 OR bit string ends with 00). Seems to me that these are independent events, so you can break this probability into the sum of two probabilities, P(bit string begins with a 1) + P(bit string ends with 00).

Hopefully you can just do some fairly simple counting to come up with the two probabilities. For the first one, how many of the 2^10 bit strings start with a 1? For the second one, how many of the 2^10 bit strings end with 00?
 


The other posts give a pretty good start.
Here's a complete solution, for posterity's sake:

The probability that the first digit is a 1 is $latex P_1 = 0.6$.
The probability the the last two digits are 00 is $latex P_{00} = (0.4)^2$.

The probability that the string either begins with a 1 or ends with 00 is given by $latex P_1 + P_{00} - P_1 P_{00} = 0.664$. (That's the probability that you get a 1 in the beginning, plus a probability that you get 00 in the end, minus the probability that both happens. The subtraction at the end avoids double-counting the possibility of both happening).

You'll notice that we never used the number of digits in the string. That's because if we don't care what values they take, then it doesn't matter. The problem would be the same for a 3-digit string.
 


Oops! Here it is, sans formatting errors:

The probability that the first digit is a 1 is P_1 = 0.6.
The probability the the last two digits are 00 is P_{00} = (0.4)^2.

The probability that the string either begins with a 1 or ends with 00 is given by P_1 + P_{00} - P_1 P_{00} = 0.664. (That's the probability that you get a 1 in the beginning, plus a probability that you get 00 in the end, minus the probability that both happens. The subtraction at the end avoids double-counting the possibility of both happening).

You'll notice that we never used the number of digits in the string. That's because if we don't care what values they take, then it doesn't matter. The problem would be the same for a 3-digit string.
 

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