A static analysis framework for data science notebooks-Reference-Cited by-同舟云学术

A static analysis framework for data science notebooks

Published:2022-05-21 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 44th International Conference on Software Engineering: Software Engineering in Practice
language:
Short-container-title:

Author:

Subotić Pavle¹,Milikić Lazar¹,Stojić Milan¹

Affiliation:

1. Microsoft, Serbia

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3510457.3513032

Reference18 articles.

1. 2020. We downloaded 10M Jupyter notebooks from github this is what we learned. https://blog.jetbrains.com/datalore/2020/12/17/we-downloaded-10-000-000-jupyter-notebooks-from-github-this-is-what-we-learned/. Accessed: 22-01-22. 2020. We downloaded 10M Jupyter notebooks from github this is what we learned. https://blog.jetbrains.com/datalore/2020/12/17/we-downloaded-10-000-000-jupyter-notebooks-from-github-this-is-what-we-learned/. Accessed: 22-01-22.

2. 2021. GDPR Compliance. https://docs.microsoft.com/en-us/compliance/regulatory/gdpr. Accessed: 2021-09-30. 2021. GDPR Compliance. https://docs.microsoft.com/en-us/compliance/regulatory/gdpr. Accessed: 2021-09-30.

3. 2021. Kaggle. http://kaggle.com. Accessed: 2021-09-30. 2021. Kaggle. http://kaggle.com. Accessed: 2021-09-30.

4. 2021. RAIL model. https://web.dev/rail/. Accessed: 2021-09-30. 2021. RAIL model. https://web.dev/rail/. Accessed: 2021-09-30.

5. 2021. Why Jupyter is data scientists computational notebook of choice. https://www.nature.com/articles/d41586-018-07196-1. Accessed: 2021-09-30. 2021. Why Jupyter is data scientists computational notebook of choice. https://www.nature.com/articles/d41586-018-07196-1. Accessed: 2021-09-30.

Cited by 4 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Using Run-Time Information to Enhance Static Analysis of Machine Learning Code in Notebooks;Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering;2024-07-10

2. An Abstract Interpretation-Based Data Leakage Static Analysis;Lecture Notes in Computer Science;2024

3. Static Analysis of Data Transformations in Jupyter Notebooks;Proceedings of the 12th ACM SIGPLAN International Workshop on the State Of the Art in Program Analysis;2023-06-06

4. Shifting Left for Early Detection of Machine-Learning Bugs;Formal Methods;2023