Finding relation between variants

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There are certain programs which each have certain features. There is also a feature vector which is the Union of all the features. I have modeled the vector of features as following.

1 - the feature is present in the feature vector

0 - the feature is absent in the feature vector.

I have to find a relation between the following variants

10001110

10110101

10010111

10101100

10011101

Here the relation in all the programs is that the 0,1 and 5 positions do not change i.e., the features they represent, tend to continue. Given a large data set as this are there any Machine Learning/Data Mining approaches that can find the relation between them.

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Ami Tavory On

You might use affinity analysis, e.g., as used in market basket analysis.

Suppose each vector of yours is a shopping bag checked out by a customer, and each column is a product. Then market-basket analysis will find stuff like:

  • Buying milk + eggs => buying butter

  • Most by bread

The application to your problem seems natural.