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There is a new Quantitative Finance SE site. However, I am interested in asking the "CS crowd":

What are some interesting key references or surveys on applying algorithms to stock trading analysis?

There are many such references, however, I am particularly interested in those that would appeal to those with a CS background. Further, I am especially interested in those that find surprising applications of TCS or mathematics theory.

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