Question: You will be provided with an array A where each row represents an article published on mashable.com and each column represents a feature or observation
You will be provided with an array A where each row represents an article published on mashable.com and each column represents a feature or observation variable relating to the article, such as the number of images and the number of keywords in the article.
Your goal is to search for linear relationships between the features. For example, if the columns of
are
a linear relationship between
and
might look something like
In other words, there is some linear combination
ie
Then
and so one of the eigenvalues of
is Since the singular values of
are the square roots of the eigenvalues of
one of the singular values is
Note however that this relationship will only hold if the variables are exactly correlated which never happens in the real world.
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