Constrained Contextual Bandits for Personalized Recommendation
Project description
Budget Contextual Bandits
Constrained Contextual Bandits for Personalized Recommendation. Adding budget constraints to a few popular MAB/CB methods.
Install
pip install budget-constrained-CB
Use
There is an example in Jupyter notebook.
Reference
[1] Li, Lihong, et al. "A contextual-bandit approach to personalized news article recommendation." Proceedings of the 19th international conference on World wide web. 2010.
[2] Wu, Huasen, et al. "Algorithms with logarithmic or sublinear regret for constrained contextual bandits." Advances in Neural Information Processing Systems. 2015.
[3] Yang, Mengyue, et al. "Hierarchical Adaptive Contextual Bandits for Resource Constraint based Recommendation." Proceedings of The Web Conference 2020. 2020.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Hashes for budget-constrained-CB-0.0.0.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0569f3b40e449bed81207f08eb88d04a818fc021b6812006fdf484fcd79e18c6 |
|
MD5 | b670169ce67450b443b0d88455b99ce6 |
|
BLAKE2b-256 | 84c96b7623ba55d4b224de59a09aac0392ab551035b0009306ca0de3cb9cc4a3 |
Hashes for budget_constrained_CB-0.0.0-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9dd70c56fa762067a541cbf349b0b7bc77af28d326b186028199c941fefd0342 |
|
MD5 | 13bd6b535176ff575fa21fa839ed4c09 |
|
BLAKE2b-256 | c643c4ebc6faa4a207c88e8f00f572be582703cd8762f1e21d66698380dacaf0 |