Bayesian Sampling Bias Correction: Training with the Right Loss Function

Autor: Folgoc, L. Le, Baltatzis, V., Alansary, A., Desai, S., Devaraj, A., Ellis, S., Manzanera, O. E. Martinez, Kanavati, F., Nair, A., Schnabel, J., Glocker, B.

We derive a family of loss functions to train models in the presence of sampling bias. Examples are when the prevalence of a pathology differs from its sampling rate in the training dataset, or when a machine learning practioner rebalances their trai

Externí odkaz: http://arxiv.org/abs/2006.13798

Machine learning in whole-body MRI: experiences and challenges from an applied study using multicentre data

Autor: Lavdas, I., Glocker, B., Rueckert, D., Taylor, S.A., Aboagye, E.O., Rockall, A.G.

Publikováno v: In Clinical Radiology May 2019 74(5):346-356

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Extended Coagulation Profiling in Isolated Traumatic Brain Injury: A CENTER-TBI Analysis

Autor: Böhm J. K., Schaeben V., Schäfer N., Güting H., Lefering R., Thorn S., Schöchl H., Zipperle J., Grottke O., Rossaint R., Stanworth S., Curry N., Maegele M., Åkerlund C., Amrein K., Andelic N., Andreassen L., Anke A., Antoni A., Audibert G., Azouvi P., Azzolini M. L., Bartels R., Barzó P., Beauvais R., Beer R., Bellander B. M., Belli A., Benali H., Berardino M., Beretta L., Blaabjerg M., Bragge P., Brazinova A., Brinck V., Brooker J., Brorsson C., Buki A., Bullinger M., Cabeleira M., Caccioppola A., Calappi E., Calvi M. R., Cameron P., Lozano G. C., Carbonara M., Cavallo S., Chevallard G., Chieregato A., Citerio G., Ceyisakar I., Clusmann H., Coburn M., Coles J., Cooper J. D., Correia M., Čović A., Czeiter E., Czosnyka M., Dahyot-Fizelier C., Dark P., Dawes H., De Keyser V., Degos V., Corte F. D., Boogert H. d., Depreitere B., Đilvesi Đ., Dixit A., Donoghue E., Dreier J., Dulière G. L., Ercole A., Esser P., Ezer E., Fabricius M., Feigin V. L., Foks K., Frisvold S., Furmanov A., Gagliardo P., Galanaud D., Gantner D., Gao G., George P., Ghuysen A., Giga L., Glocker B., Golubovic J., Gomez P. A., Gratz J., Gravesteijn B., Grossi F., Gruen R. L., Gupta D., Haagsma J. A., Haitsma I., Helbok R., Helseth E., Horton L.

Publikováno v: Investigators, CENTER-TBI P A & Dark, P 2022, ' Extended Coagulation Profiling in Isolated Traumatic Brain Injury: A CENTER-TBI Analysis. ', Neurocritical Care, vol. 36, no. 3, pp. 927-941 . https://doi.org/10.1007/s12028-021-01400-3
Neurocritical care, 36. Humana Press
Neurocritical care 36(3), 927-941 (2022). doi:10.1007/s12028-021-01400-3
Böhm, J K, Schaeben, V, Schäfer, N, Güting, H, Lefering, R, Thorn, S, Schöchl, H, Zipperle, J, Grottke, O, Rossaint, R, Stanworth, S, Curry, N, Maegele, M, Ylén, P & CENTER-TBI investigators and participants 2022, ' Extended Coagulation Profiling in Isolated Traumatic Brain Injury : A CENTER-TBI Analysis ', Neurocritical Care, vol. 36, no. 3, pp. 927-941 . https://doi.org/10.1007/s12028-021-01400-3
Neurocritical care, New York : Springer, 2022, vol. 36, iss. 3, p. 927-941
CENTER-TBI Participants and Investigators 2021, ' Extended Coagulation Profiling in Isolated Traumatic Brain Injury : A CENTER-TBI Analysis ', Neurocritical Care, vol. 36 . https://doi.org/10.1007/s12028-021-01400-3
Neurocritical Care
Neurocritical Care, 36(3), 927-941. Humana Press, Inc.

Neurocritical care 36(3), 927-941 (2022). doi:10.1007/s12028-021-01400-3
Published by Springer, New York, NY

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::993c858101a334ede7848091c0ec3681
https://www.research.manchester.ac.uk/portal/en/publications/extended-coagulation-profiling-in-isolated-traumatic-brain-injury-a-centertbi-analysis(344a4be8-20e6-437c-959e-ae23945e11a2).html