Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?

Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber. Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?. In Jérémie Guiochet, Stefano Tonetta, Erwin Schoitsch, Matthieu Roy, Friedemann Bitsch, editors, Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops - ASSURE, DECSoS, SASSUR, SENSEI, SRToITS, and WAISE, Toulouse, France, September 19, 2023, Proceedings. Volume 14182 of Lecture Notes in Computer Science, pages 314-327, Springer, 2023. [doi]

@inproceedings{JockelKGG23,
  title = {Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?},
  author = {Lisa Jöckel and Michael Kläs and Janek Groß and Pascal Gerber},
  year = {2023},
  doi = {10.1007/978-3-031-40953-0_26},
  url = {https://doi.org/10.1007/978-3-031-40953-0_26},
  researchr = {https://researchr.org/publication/JockelKGG23},
  cites = {0},
  citedby = {0},
  pages = {314-327},
  booktitle = {Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops - ASSURE, DECSoS, SASSUR, SENSEI, SRToITS, and WAISE, Toulouse, France, September 19, 2023, Proceedings},
  editor = {Jérémie Guiochet and Stefano Tonetta and Erwin Schoitsch and Matthieu Roy and Friedemann Bitsch},
  volume = {14182},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-031-40953-0},
}