Open feiga opened 8 years ago
Hi, guys. Thank you for your amazing work on large scale LDA. On the other hand, I think model quality is as important as scalability. So I am very intresting in improving it. It is exciting to know asymmetric Dirichlet prior could help. Would you please to share some experience on this? I will try my best to contribute
Hi, guys, I finished to try to add this new feature in PR#22 This PR supports asymmetric alpha in following steps:
To use this new feature, please just run with an extra option "-num_alpha_iterations".
Please notice that there are two TODOs. One is Evaluation in asymmetric prior mode, the other is Inference with asymmetric prior.
Thanks, Jianyi! I will review the code.
@feiga , I am sorry that I made a mistake when updating topic-frequency-table. I fixed it and commit to PR#22.
The current released lightlda doesn't support asymmetric Dirichlet prior optimization. However, our internal practice show it would be useful to get better model with such feature (Also see this).
If anyone is interested in contributing this feature, please reply or contact us through email. We can collaborate on this.