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minhtribk12 committed Oct 31, 2024
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16 changes: 16 additions & 0 deletions datasets/CAIN2024/readme.md
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# CAIN2024 dataset

- The dataset is collected from the experiments of the paper **Novel Contract-based Runtime Explainability Framework for End-to-End Ensemble Machine Learning Serving** published at The 3rd International Conference on AI Engineering – Software Engineering for AI (CAIN 2024).
- The dataset is collected from 2 applications: CCTVs and Malware Detection.
- This repo only contains some sample data. The full dataset can be requested by contacting the authors.

- Cite the dataset as follows:
```bibtex
@inproceedings{nguyen2024novel,
title={Novel Contract-based Runtime Explainability Framework for End-to-End Ensemble Machine Learning Serving},
author={Nguyen, Minh-Tri and Truong, Hong-Linh and Truong-Huu, Tram},
booktitle={Proceedings of the IEEE/ACM 3rd International Conference on AI Engineering-Software Engineering for AI},
pages={234--244},
year={2024}
}
```
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# UCC2024 dataset

- The dataset is collected from the experiments of the paper **Optimizing Multiple Consumer-specific Objectives in End-to-End Ensemble Machine Learning Serving** published at The 17th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2024).
- The dataset is collected from the applications Object Classification in Autonomous Driving (OCAD).
- This repo only contains some sample data. The full dataset can be requested by contacting the authors.

Authors:
- Minh-Tri Nguyen
- Hong-Linh Truong
- Paolo Arcaini
- Fuyuki Ishikawa

Contact: Minh-Tri Nguyen (tri.m.nguyen@aalto.fi)
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- Each dataset folder includes the data collected from specific experiments of the related publication:
- `SPE2024`: The dataset used in the paper **On Optimizing Resources for Real-time End-to-End Machine Learning in Heterogeneous Edges** published at Software: Practice and Experience (SPE) journal. For more details, please refer to the [readme](SPE2024/readme.md).
- `UCC2024`: The dataset used in the paper **Optimizing Multiple Consumer-specific Objectives in End-to-End Ensemble Machine Learning Serving** published at The 17th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2024). For more details, please refer to the [readme](UCC2024/readme.md).
- `CAIN2024`: The dataset used in the paper **Novel Contract-based Runtime Explainability Framework for End-to-End Ensemble Machine Learning Serving** published at The 3rd International Conference on AI Engineering – Software Engineering for AI (CAIN 2024). For more details, please refer to the [readme](CAIN2024/readme.md).

Authors:
Minh-Tri Nguyen,
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