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Add ADMMSLIM #662

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Add ADMMSLIM #662

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deklanw
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@deklanw deklanw commented Jan 8, 2021

Very similar to SLIMElastic and EASE, but with a different optimization method and a few added tricks (item centering, item-specific L2 regularization)

The paper also includes the idea of item-specific L1 regularization, but didn't recommend it since it didn't show any improvement.

The paper has conditions to check for convergence of the ADMM method, but for simplicity I just used a fixed number of iterations (hyperparameter), as the paper did in its implementation.

See:
https://dl.acm.org/doi/pdf/10.1145/3336191.3371774

@2017pxy
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2017pxy commented Feb 23, 2022

This PR has been removed in #1148.

@2017pxy 2017pxy closed this Feb 23, 2022
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3 participants