Fetching the paper…
Reading the bibliography…
Conformal Prediction is a machine learning methodology that produces valid prediction regions under mild conditions.
Gaye, A., Marcon, Y., Isaeva, J., LaFlamme, P., Turner, A., Jones, E. M., Minion, J., Boyd, A. W., Newby, C. J., Nuotio, M.-L., Wilson, R., Butters, O., Murtagh, B., Demir, I., Doiron, D., Giepmans, L., Wallace, S. E., Budin-Ljøsne, I., Oliver Schmidt, C., Boffetta, P., Boniol, M., Bota, M., Carter, K. W., deKlerk, N., Dibben, C., Francis, R. W., Hiekkalinna, T., Hveem, K., Kvaløy, K., Millar, S., Perry, I. J., Peters, A., Phillips, C. M., Popham, F., Raab, G., Reischl, E., Sheehan, N., Waldenberger, M., Perola, M., van den Heuvel, E., Macleod, J., Knoppers, B. M., Stolk, R. P., Fortier, I., Harris, J. R., Woffenbuttel, B. H. R., Murtagh, M. J., Ferretti, V., Burton, P. R., Dec 2014. Datashield: taking the analysis to the data, not the data to the analysis. Int J Epidemiol 43 (6), 1929–44
1929
Earlier work this paper cites.
Vapnik, V. N., Vapnik, V., 1998. Statistical learning theory. Vol. 1. Wiley New York
1998
Earlier work this paper cites.
Vovk, V., Gammerman, A., Shafer, G., 2005. Algorithmic learning in a random world. Springer Science & Business Media
2005
Earlier work this paper cites.
Shafer, G., Vovk, V., 2008. A tutorial on conformal prediction. Journal of Machine Learning Research 9 (Mar), 371–421
2008
Earlier work this paper cites.
Balasubramanian, V., Ho, S.-S., Vovk, V., 2014. Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications. Newnes
2014
Cited alongside, same era.
Carlsson, L., Eklund, M., Norinder, U., 2014. Aggregated conformal prediction. In: Iliadis, L., Maglogiannis, I., Papadopoulos, H., Sioutas, S., Makris, C. (Eds.), Artificial Intelligence Applications and Innovations. Springer Berlin Heidelberg, Berlin, Heidelberg, pp. 231–240
2014
Cited alongside, same era.
Shokri, R., Shmatikov, V., Sept 2015. Privacy-preserving deep learning. In: 2015 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton). pp. 909–910
2015
Cited alongside, same era.
Vovk, V., Fedorova, V., Nouretdinov, I., Gammerman, A., 2016. Criteria of efficiency for conformal prediction. In: Symposium on Conformal and Probabilistic Prediction with Applications. Springer, pp. 23–39
2016
Later among the works it cites.
Carlsson, L., Bendtsen, C., Ahlberg, E., 2017. Comparing performance of different inductive and transductive conformal predictors relevant to drug discovery. In: Conformal and Probabilistic Prediction and Applications. pp. 201–212
2017
Later among the works it cites.
Linusson, H., Norinder, U., Boström, H., Johansson, U., Löfström, T., 13–16 Jun 2017. On the calibration of aggregated conformal predictors. In: Gammerman, A., Vovk, V., Luo, Z., Papadopoulos, H. (Eds.), Proceedings of the Sixth Workshop on Conformal and Probabilistic Prediction and Applications. Vol. 60 of Proceedings of Machine Learning Research. PMLR, Stockholm, Sweden, pp. 154–173. URL http://proceedings.mlr.press/v60/linusson17a.html
2017
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
2016
Cited alongside, same era.