Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add NCE-PLRec #670

Closed
wants to merge 3 commits into from
Closed

Add NCE-PLRec #670

wants to merge 3 commits into from

Conversation

deklanw
Copy link
Contributor

@deklanw deklanw commented Jan 11, 2021

From "Noise Contrastive Estimation for One-Class Collaborative Filtering" http://www.cs.toronto.edu/~mvolkovs/fp046-wuA.pdf

Repo:
https://github.com/wuga214/NCE_Projected_LRec

Essentially: reweights the interaction matrix with respect to item popularity, does randomized SVD factorization, and then uses the user representations from that for L2-regularized linear regression with a closed-form representation (like EASE) to predict item interactions.

There is a variant in the paper which allows for "non-uniform weighting of users and items". They don't test that method nor implement it in their code, so neither did I.

Performs very well on ml-100k in my testing

@2017pxy
Copy link
Member

2017pxy commented Feb 23, 2022

This PR has been removed to #1154

@2017pxy 2017pxy closed this Feb 23, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

3 participants