LAMP: data provenance for graph based machine learning algorithms through derivative computation

ShiQing Ma, Yousra Aafer, Zhaogui Xu, Wen-Chuan Lee, Juan Zhai, Yingqi Liu, Xiangyu Zhang. LAMP: data provenance for graph based machine learning algorithms through derivative computation. In Eric Bodden, Wilhelm Schäfer, Arie van Deursen, Andrea Zisman, editors, Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering, ESEC/FSE 2017, Paderborn, Germany, September 4-8, 2017. pages 786-797, ACM, 2017. [doi]

@inproceedings{MaAXLZLZ17,
  title = {LAMP: data provenance for graph based machine learning algorithms through derivative computation},
  author = {ShiQing Ma and Yousra Aafer and Zhaogui Xu and Wen-Chuan Lee and Juan Zhai and Yingqi Liu and Xiangyu Zhang},
  year = {2017},
  doi = {10.1145/3106237.3106291},
  url = {http://doi.acm.org/10.1145/3106237.3106291},
  researchr = {https://researchr.org/publication/MaAXLZLZ17},
  cites = {0},
  citedby = {0},
  pages = {786-797},
  booktitle = {Proceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering, ESEC/FSE 2017, Paderborn, Germany, September 4-8, 2017},
  editor = {Eric Bodden and Wilhelm Schäfer and Arie van Deursen and Andrea Zisman},
  publisher = {ACM},
  isbn = {978-1-4503-5105-8},
}