Finding Patterns in Binary Numbers: Probability

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In summary: However, the problem arises when considering mutually exclusive configurations, as some have a lower chance of occurring than others. This can be taken into account by calculating the chance of finding the pattern starting with a certain digit and spacing, and then using that to calculate the overall probability of finding the pattern in any configuration.
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daniel_i_l
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Suppose I have a random binary number of length n>3 and another binary number of length 3 which we will call the "pattern". What are the chances that the pattern will appear in the number such that the spacing between the digits in the pattern are equal? For example, if the pattern is 101 then it appears in 11001 (starting with the first digit and spacing of 1) but not in 111110000.
My first thought was to calculate the chance of finding the pattern starting with a certain digit together with a certain spacing and using that, calculate the probability of finding the pattern in one of the many configurations (configuration = starting point together with spacing). The problem is that some configurations are mutually exclusive - finding one lowers the chances of finding the other one while some are the opposite. How can I take these considerations into account?
Thanks.
 
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The chances that the pattern will appear in the number such that the spacing between the digits in the pattern are equal is 1/2^(n-3), where n is the length of the random binary number. This is because for each of the (n-3) positions between the 3 digits of the pattern, there are two possibilities (i.e. 0 or 1). Therefore, the total number of possible configurations is 2^(n-3) and the chance that the pattern appears in one of those configurations is 1/2^(n-3).
 

Related to Finding Patterns in Binary Numbers: Probability

What is the concept of finding patterns in binary numbers?

Finding patterns in binary numbers is the process of identifying recurring sequences or relationships in a set of binary data. This can be done through various methods such as calculating probabilities, analyzing frequency distributions, or using mathematical algorithms.

Why is finding patterns in binary numbers important?

Identifying patterns in binary numbers can provide valuable insights and help in making predictions or decisions in various fields such as computer science, cryptography, and data analysis. It can also help in improving efficiency and accuracy in data processing.

What are some common techniques for finding patterns in binary numbers?

Some common techniques for finding patterns in binary numbers include using mathematical formulas and algorithms, creating frequency distributions and histograms, and calculating probabilities and conditional probabilities.

How does probability play a role in finding patterns in binary numbers?

Probability is a key concept in finding patterns in binary numbers as it helps in determining the likelihood of a certain sequence or relationship occurring in a set of data. By calculating probabilities, one can identify patterns and make predictions about future data.

Can finding patterns in binary numbers lead to accurate predictions?

While finding patterns in binary numbers can provide insights and help in making predictions, it is important to note that it is not a foolproof method. Other factors such as data quality and external influences can also play a role in the accuracy of predictions. Therefore, it is important to use caution and not rely solely on patterns in binary numbers for making predictions.

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