VCDF: A Validated Consensus-Driven Framework for Time Series Causal Discovery

Gene Yu, Ce Guo, Wayne Luk. VCDF: A Validated Consensus-Driven Framework for Time Series Causal Discovery. In Raymond Chi-Wing Wong, Hanghang Tong, Hua Lu 0001, James T. Kwok, Flora D. Salim, Yuanfeng Song, Man Lung Yiu, editors, Advances in Knowledge Discovery and Data Mining - 30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, Hong Kong, China, June 9-12, 2026, Proceedings, Part III. Volume 16599 of Lecture Notes in Computer Science, pages 29-41, Springer, 2026. [doi]

@inproceedings{YuGL26,
  title = {VCDF: A Validated Consensus-Driven Framework for Time Series Causal Discovery},
  author = {Gene Yu and Ce Guo and Wayne Luk},
  year = {2026},
  doi = {10.1007/978-981-92-1465-5_3},
  url = {https://doi.org/10.1007/978-981-92-1465-5_3},
  researchr = {https://researchr.org/publication/YuGL26},
  cites = {0},
  citedby = {0},
  pages = {29-41},
  booktitle = {Advances in Knowledge Discovery and Data Mining - 30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, Hong Kong, China, June 9-12, 2026, Proceedings, Part III},
  editor = {Raymond Chi-Wing Wong and Hanghang Tong and Hua Lu 0001 and James T. Kwok and Flora D. Salim and Yuanfeng Song and Man Lung Yiu},
  volume = {16599},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-981-92-1465-5},
}