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A recommendation engine tries to predict how much a user will enjoy certain goods (movies, books, songs, etc) and makes recommendations. They are often used by online vendors to suggest new purchases.
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SVD of a matrix with missing values
There is a thesis which reviews many recommendation systems and compares them, but does not talk about long term tracking of the missing items, for example, to test the predictions. That's part of yo …