Probabilistic Neural Networks (PNNs) for Modeling Aleatoric Uncertainty in Scientific Machine Learning

Autor: Farhad Pourkamali-Anaraki, Jamal F. Husseini, Scott E. Stapleton

Publikováno v: IEEE Access, Vol 12, Pp 178816-178831 (2024)

This paper investigates the use of probabilistic neural networks (PNNs) to model aleatoric uncertainty, which refers to the inherent variability in the input-output relationships of a system, often characterized by unequal variance or heteroscedastic

Externí odkaz: https://doaj.org/article/0bacf2bb71724e739fe8fb0c7c7a34d8

Generation of artificial 2-D fiber reinforced composite microstructures with statistically equivalent features

Autor: Jamal F. Husseini, Evan J. Pineda, Scott E. Stapleton

Publikováno v: Composites Part A: Applied Science and Manufacturing. 164:107260

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::da55afac04866c402b9c830cc12caaf6
https://doi.org/10.1016/j.compositesa.2022.107260

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Overweight is associated to a better prognosis in metastatic colorectal cancer: A pooled analysis of FFCD trials

Autor: Mireille Mousseau, Eric Francois, A. Fatisse, A. Bedjaoui, Abakar Mahamat, C. Lombard-Bohas, J. Ezenfis, Marc Porneuf, F. Subtil, M. Tissot, Emilie Maillard, M. Fayolle, J.F. Dor, A. Votte, P. Chiappa, P. Prost, Denis Cléau, P. Bergerault, J.C. Souquet, K. Beerblock, P. Chatrenet, J.M. Sabate, M. Carreiro, S. Beorchia, Vincent Hautefeuille, Jessika Moreau, N. Delas, C. Vilain, Christian Borel, Franck Audemar, M. Duluc, Touraj Mansourbakht, Bernard Denis, Gael Deplanque, Jean-Marc Phelip, C. Brezault, Anne Thirot-Bidault, L. Gasnault, Jean-Louis Jouve, Y. Rinaldi, B. Leduc, Y. Courouble, A. Alessio, Matthieu Schnee, P. Cassan, Antoine Adenis, Jocelyne Provencal, A. Botton, Laurent Cany, Françoise Desseigne, Marie-Christine Kaminsky, Mohamed Ramdani, B. Lafforgue, L. Rob, J.C. Barbare, S. Jacquot, A. Zaanan, J.-Y. Douillard, C. Cornila, B. Rhein, Benjamin Linot, Z. Ladhib, D. Zylberait, Cedric Lecaille, N. Hess-Laurens, H. Brixi-Benmansour, C. Rebischung, C. Giraud, L. Stefani, D. Pillon, J.P. Lafargue, J. Forestier, P. Laplaige, C. Paoletti, S. Lavau Denes, Etienne Suc, A. Patenotte, E. Echinard, François-Xavier Caroli-Bosc, D. Goldfain, V. Quentin, Hervé Perrier, J.D. Grangé, A. Marre, M. Baconnier, Bruno Coudert, Thomas Walter, R. Benoit, A. Blanchi, A.C. Dupont-Gossart, Emilie Barbier, X. Coulaud, D. Besson, Isabelle Trouilloud, D. Sevin-Robiche, M Giovannini, O. Boulat, C. Lobry, H. Castanie, Y. Molin, Thomas Aparicio, Valérie Boige, P. Lehair, J.P. Robin, J.P. Latrive, J. Goineau, Clément Belletier, G. Medinger, C. Lepere, Philippe Rougier, N. Bouaria, E. Carola, V. Derias, Bernard Paillot, Yves Becouarn, F. Kikolski, Martin Combe, Julie Vincent, C. Briac-Levaché, C. Becht, François Ghiringhelli, J. Charneau, Dany Gargot, Julien Vergniol, Denis Péré-Vergé, P. Pienkowski, Patrick Texereau, I. Baumgaertner, J.P. Ramain, Pierre-Luc Etienne, P. Claudé, Jean Francois Paitel, J.P. Plachot, M.-C. Clavero-Fabri, P. Geoffroy, A. Cadier-Lagnes, Y. Le Bricquir, S. Fratte, O. Favre, Aimery de Gramont, J. Butel, David Tougeron, B. Winkfield, E. Janssen, J. Meunier, Julien Volet, N. Gérardin, D. Soubrane, Vincent Bourgeois, Xavier Adhoute, Y.H. Lam, P.A. Haineaux, A. Rotenberg, J-B. Bachet, C. Berger, F. Almaric, J. Tuaillon, G. Gatineau-Saillant, F. Zerouala-Boussaha, E. Cuillerier, R. Lamy, D. Luet, D. Baudet-Klepping, E.A. Pariente, M. Gignoux, J. Martin, M. Blasquez, Romain Coriat, C. Bineau, J. Boutin, A. Aouakli, F. Dewaele, A.M. Queuniet, V. Sebbagh, P. Couzigou, N. Barrière, Faiza Khemissa, P. Follana, Laurence Chone, F. Petit-Laurent, N. Abdelli, Olivier Capitain, D. Bechade, Corinne Sarda, J.P. Herr, P. Pouderoux, Julien Taieb, M. Pauwels, E. Zrihen, L. Wander, Gael Goujon, G. Boilleau-Jolimoy, Anne Thirot Bidault, B. Landi, V. Jestin Le Tallec, Jaafar Bennouna, O. Berthelet, M. Glikmanas, H. Salloum, Côme Lepage, Thierry Lecomte, P. Amoyal, C. Platini, Veronique Guerin-Meyer, B. Garcia, Laetitia Dahan, Pascal Burtin, J. Villand, S. Nguyen, A. Roussel, F. Di Fiore, S. Oddou-Lagraniere, J.P. Aucouturier, Veronique Lorgis, Gerard Cavaglione, J.P. Lagasse, Dominique Auby, Pierre Michel, F. Bonnetain, Gilles Breysacher, R. Mackiewicz, Philippe Ruszniewski, T. Morin, J. Thaury, Clara Locher, J.M. Vantelon, S. Nasca, J.P. Barbieux, H. Maechel, Y. Coscas, May Mabro, S. Montembault, P. Novello, M. Charbit, J. Deguiral, A. Gagnaire, D. Festin, A. Gueye, Hélène Senellart, Achim Weber, Nadia Bouarioua, Jérôme Dauba, Michel Ducreux, Jean-Luc Raoul, G. Coulanjon, J.N. Vaillant, S. Chaussade, A. Gilbert, Anne-Laure Villing, Dominique Genet, P. Martin, M. Ben Abdelghani, M.P. Galais, A. Azzedine, A. Lemaire, C. Barberis, C. Buffet, J. Egreteau, G. Roquin, M. Mornet, Isabelle Cumin, M. Pelletier, P. Feydy, J. Lacourt, T. Chatellier, Jean-Louis Legoux, M. Benchalal, I. Graber, S. Nahon, P. Pantioni, A. Hollebecque, M. Zawadi, Pascal Hammel, M. Mignot, Roger Faroux, J. Lafon, Mohamed Gasmi, Jean-Philippe Spano, S. Pesque-Penaud, C. de la Fouchardiere, J. Cretin, Olivier Bouché, D. Smith, E. Norguet-Monnereau, G. Bordes, Sylvain Manfredi, Thévenet P, Herve Lacroix, E. Dorval Danquechin, Eric Terrebonne, Laurent Bedenne, P. Godeau, David Malka, V. Veuillez, Emmanuel Mitry, F. Riot, Sandrine Hiret, François Morvan, M.C. Gouttebel, Jean-François Seitz, Karine Bouhier-Leporrier, N. Stremsdoerfer, P. Souillac, M. Mozer, C. Couffon, F. Husseini, J.M. Cheula, J.-M. Gornet, K. Slimane Fawzi

Publikováno v: European Journal of Cancer
European Journal of Cancer, Elsevier, 2018, 98, pp.1-9. ⟨10.1016/j.ejca.2018.03.031⟩

IF 7.191 (2017); International audience; BACKGROUND:Previous studies showed that high and low body mass index (BMI) was associated with worse prognosis in early-stage colorectal cancer (CRC), and low BMI was associated with worse prognosis in metasta

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::f80a0d17dec1b9f39ac8fdf65bc22b16
https://hal-univ-bourgogne.archives-ouvertes.fr/hal-01983308

Treatment with Hizentra in patients with primary and secondary immunodeficiencies: a real-life, non-interventional trial

Autor: Jean-François Viallard, P. Agape, C. Faure, G. Cozon, A. Perlat, V. Barlogis, C. Gaud, B. Slama, I. Pellier, M. P. Gourin, F. Fouyssac, Mario Ojeda-Uribe, Mohamed Hamidou, N. Schleinitz, F. Husseini, Michel Pavic, C. Hoarau

Publikováno v: Europe PubMed Central
BMC Immunology
BMC Immunology, BioMed Central, 2016, 17, ⟨10.1186/s12865-016-0169-5⟩
BMC Immunology, 2016, 17, ⟨10.1186/s12865-016-0169-5⟩

International audience; Background: Although Hizentra is indicated for immunoglobulin ă replacement therapy in patients with primary and secondary ă immunodeficiencies, phase III trials have focused on patients with ă primary immunodeficiencies. I

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::35fc24ec9efff3fae541d0a215e7dfa8
https://doi.org/10.1186/s12865-016-0169-5