Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions

Anthony Culos, Amy Tsai, Natalie Stanley, Martin Becker, Mohammad Sajjad Ghaemi, David Mcilwain, Ramin Fallahzadeh, Athena Tanada, Huda Nassar, Camilo Espinosa, Maria Xenochristou, Edward Ganio, Laura Peterson, Xiaoyuan Han, Ina A. Stelzer, Kazuo Ando, Dyani Gaudilliere, Thanaphong Phongpreecha, Ivana Maric, Alan L. Chang, Gary M. Shaw, David K. Stevenson, Sean Bendall, Kara L. Davis, Wendy J. Fantl, Garry P. Nolan, Trevor Hastie, Robert Tibshirani, Martin S. Angst, Brice Gaudilliere, Nima Aghaeepour. Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions. Nat. Mach. Intell., 2(10):619-628, 2020. [doi]

@article{CulosTSBGMFTNEX20,
  title = {Integration of mechanistic immunological knowledge into a machine learning pipeline improves predictions},
  author = {Anthony Culos and Amy Tsai and Natalie Stanley and Martin Becker and Mohammad Sajjad Ghaemi and David Mcilwain and Ramin Fallahzadeh and Athena Tanada and Huda Nassar and Camilo Espinosa and Maria Xenochristou and Edward Ganio and Laura Peterson and Xiaoyuan Han and Ina A. Stelzer and Kazuo Ando and Dyani Gaudilliere and Thanaphong Phongpreecha and Ivana Maric and Alan L. Chang and Gary M. Shaw and David K. Stevenson and Sean Bendall and Kara L. Davis and Wendy J. Fantl and Garry P. Nolan and Trevor Hastie and Robert Tibshirani and Martin S. Angst and Brice Gaudilliere and Nima Aghaeepour},
  year = {2020},
  doi = {10.1038/s42256-020-00232-8},
  url = {https://doi.org/10.1038/s42256-020-00232-8},
  researchr = {https://researchr.org/publication/CulosTSBGMFTNEX20},
  cites = {0},
  citedby = {0},
  journal = {Nat. Mach. Intell.},
  volume = {2},
  number = {10},
  pages = {619-628},
}