https://github.com/astrazeneca/awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
Science Score: 10.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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○codemeta.json file
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○.zenodo.json file
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○DOI references
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✓Academic publication links
Links to: arxiv.org -
○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (7.2%) to scientific vocabulary
Keywords
Repository
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
Basic Info
Statistics
- Stars: 153
- Watchers: 1
- Forks: 12
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
Awesome Shapley Value
The Survey Paper
This repository accompanies our survey paper The Shapley Value in Machine Learning.
If you find the survey or this repository useful in your research, please consider citing our paper:
```bibtex @inproceedings{shapleysurvey, title = {The Shapley Value in Machine Learning}, author = {Rozemberczki, Benedek and Watson, Lauren and Bayer, Péter and Yang, Hao-Tsung and Kiss, Olivér and Nilsson, Sebastian and Sarkar, Rik}, booktitle = {Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, {IJCAI-22}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, pages = {5572--5579}, year = {2022}, }
```
Contents
- Game Theory Fundamentals
- Approximations
- Feature Selection
- Explainability
- Data Valuation
- Ensemble Selection
- Federated Learning
- Reinforcement Learning
- Miscellaneous
License
Owner
- Name: AstraZeneca
- Login: AstraZeneca
- Kind: organization
- Location: Global
- Website: https://www.astrazeneca.com/
- Repositories: 33
- Profile: https://github.com/AstraZeneca
Data and AI: Unlocking new science insights
GitHub Events
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- Watch event: 11
- Fork event: 1
Last Year
- Watch event: 11
- Fork event: 1