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Add the Factorization Machine Layer / Operator. #4628

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lcy-seso opened this issue Oct 9, 2017 · 2 comments
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Add the Factorization Machine Layer / Operator. #4628

lcy-seso opened this issue Oct 9, 2017 · 2 comments
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@lcy-seso
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lcy-seso commented Oct 9, 2017

Factorization machines can be compared to support vector machines (SVMs) with a polynomial kernel, which is highly used in recommendation problem to estimate more complex interactions (2-order or even higher).

FM helps to make learning interactions among large-scale categorical features tractable.

@typhoonzero
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Shall we add as a Layer or an Operator?

@lcy-seso
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lcy-seso commented Oct 9, 2017

I prefer to add a layer first, so we can use it under the current framework. And then port it to an operator under the new framework.

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