Stability Via Adversarial Training of Neural Network Stochastic Control of Mean-Field Type

Autor: Barreiro-Gomez, Julian, Choutri, Salah Eddine, Djehiche, Boualem

In this paper, we present an approach to neural network mean-field-type control and its stochastic stability analysis by means of adversarial inputs (aka adversarial attacks). This is a class of data-driven mean-field-type control where the distribut

Externí odkaz: http://arxiv.org/abs/2210.00874

Outcomes after surgery for children in Africa (ASOS-Paeds): a 14-day prospective observational cohort study

Autor: Torborg, Alexandra ^*, Meyer, Heidi, El Fiky, Mahmoud, Fawzy, Maher, Elhadi, Muhammed, Ademuyiwa, Adesoji O, Osinaike, Babatunde Babasola, Hewitt-Smith, Adam, Nabukenya, Mary T, Bisegerwa, Ronald, Bouaoud, Souad, Abdoun, Meriem, El Adib, Ahmed Rhassane, Kifle Belachew, Fitsum, Gebre, Meseret, Taye, Desalegn Bekele, Kechiche, Nahla, Fadalla, Tarig, Abdallah, Bareeq, Chaibou, Maman Sani, Nyarko, Mame Yaa Adobea, Ki, Kélan Bertille, Shalongo, Sarah, Mulwafu, Wakisa, Thomson, Emma, Traore, Mamadou Mour, Ndonga, Andrew, Bittaye, Mustapha, Samateh, Ahmadou Lamin, Munlemvo, Dolly M., Kalongo, Jean Jacques, Coulibaly, Yacaria, Coulibaly, Youssouf, Ravelojaona, Vaonandianina, ANDRIAMANARIVO, Lalatiana, RAHERISON, Arsitide Romain, RANDRIAMIZAO, Harifetra Mamy Richard, RAMKALAWAN, Kushal, Omar, Mohamed Abdinor, Ndikontar, Raymond, Joseph, Donamou, Dahir, Shukri, Mohamed, Mubarak, Ali Daoud, Hassan, Ndarukwa, Pisirai, OTIOBANDA, Gilbert Fabrice, Banguti, Paulin, Neil, Kara, Derbew, Miliard, Fanny, Marvin, Smalle, Isaac, Taylor, Elliott H, Duvenage, Hanel, Hardy, Anneli, Kluyts, Hyla, Pearse, Rupert, Biccard, Bruce, AARON, Olurotimi Idowu, Abd Elazeem Mohammed, Hossam Aldein Samir, Abdalkarim, Batool, Abdalla, Abubaker, Abdallah, Mohamed Abubaker Ahmed, Abdeewi, Saedah, Abdel Ghafar, Taqwa, Abdelaleem, Ali, Abdelaleem, Ibrahim Abdelmonaem, Abdelgader, Khansaa, Abdelgadir, Waffa, Abdelhafez, Mohammed, Abdelhalim, Ahmed, Abdelkabir, Mohammed, Abdelkader Osman, Mohamed, Abdelkarim, Maha, Abdelkarim, Mohamed, Abdelmohsen, Sarah Magdy, Abdelnassir, Mazin, Abdelrahman, Ahmed Saber Mohamed, Abdelwahed, Aya Elsayed, Abdelzaher, Mohamed, Abderrahim, Baba Ahmed, Abdoulaye, Touré, Abdulai, Samira, Abdulghaffar, Yunus A., Abdullah, Fatimaalzahraa, Abdullahi, Lawal Barau, Abdullahi, Muzammil, Abdulrazik, Sarah, Abdulsalam, Khalifa Ibrahim, Abdulwahed, Eman, Abdus-Salam, Rukiyat, ABE, TOLUSHE, Abera Mulugeta, Gersam, Aboelghait, Aml Ali, Abol Oyoun, Nariman, Aboubekr, Boumediene, Abraham, Meera, Abu, Mohammed, Abuagila, Ahlam ali, Abubakar, Maimuna, Abugilah, Mohammed, Abuzeid, Issa A, Achouri, Djelloul, Acquah, Serwah Akua, Adam, Nusiba Bushra Ahmed, ADAMU, AUWAL, Adamu, Kabir Musa, ADAMU, MUHAMMAD, ADAMU, Sani, Adane, Samuel Gashu, Adeaga, Mojolaoluwa, Adebayo, Sikiru, Adedire, Adejare, Adegoke, Paul Aderemi, Adeniyi, Adebayo Augustine, Adeoye, Ibukunoluwa, Aderibigbe, Gbenga, ADEROUNMU, Azeezat, ADEYEMI, WILLIAMS, ADEYEMO, Adekunle, Adigun, Tinuola, Adika, Enoch Delad, ADISA, Adewale O, Adjei, Esther, Adjepong-Tandoh, Ernest Kwame, Ads, Alaa Mohamed, ADUMAH, Dr Collins Chijioke, ADUMAH, Lilian ogechi, Adzamli, Innocent, Afari, Jonas, Afedo, Wisdom, Affan, Abubaker, AFOLAYAN, Ayodeji Olawale, Agaba, Stuart, Agbeno, Evans, Agbonrofo, Peter, Aghadi, Ifeanyi, AGU, EDITH, Agyen, Thomas, Agyen-Mensah, Kwasi, Ahensan, Daasebre, Ahmad, Misbahu Haruna, AHMED, Awrayit, Ahmed, Linda, Ahmed, Nidal Youseef Altaher Aboh, Ahmed, Rubaa, Ahmed Jroush, Mohamed, ahmed maghur, Hasan, AHOGNI, G.N. 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Gloria, Imposo, Desire Hubert, Invernizzi, Jonathan, Irungu, Eric, Isbayqah, Areej Mohammed, Isbayqah, Eenas Mohammed, Ismael, Guibla, Ismail, Ali M, Itambi, Asoh Maxwell, Jabang, John Nute, Jaga, Rudhir, Jaganath, Ushir, Jaiteh, Lamin, Jallow, Cherno S, James, Olutayo, Javed, Sayed, Jithoo, Sandhya, Jlidi, Said, Joel, Lessan, Johnson, Marianne, JONES, TAIWO, Jooma, Zainub, Joomye, Shehzaad, Joosab, Mehboob, JOUINI, Riadh, Jubail, Mohamed J, Juggoo, Chaya, Jumbi, Timothy Mwai, Kaabar, Nejib, Kabirou, Mourtala, Kabiru, Abdulkadir Muhammad, Kabre, B. Yvette, Kache, Stephen, Kacimi, Salah Eddine Oussama, KADAS, ABUBAKAR SAIDU, KAHANSIM, Barminas, Kalipa, Mandisa, Kalongo, Jean Jacques Kabuley, Kalu, Nmesomachi Enyidiya, Kamate, Benoi, Kamwangen, Gracia Mitonga, Kandjimi, Matti, Kanjana-Zondo, Nokuzola, Kankpeyeng, Lawrence, Kapalamula, Tiyamike, Karadji, Souleymane, Kargbo, Mohamed Alieu, Karghul, Mohamed, Kaskar, Razeena, Kasker, Razeena, Kasobya, Faith, Kassem, Ossama, Kateregga, George, Kayima, Peter, Kedwany, Ahmed M., Ken-Amoah, Sebastian, Kenneth, Tomanya Kakura, KERISSE, Amina Nour El-Houd, KERKENI, Yosra, Khairi, Rania, Khaled, Mohamed, Khalifa, Eissa, Khalifa, Marwa Suliman, Khalil, Mohamed Kamal, Khattab, Mohamed S I, Khodary, Ahmed Refaat, Khumalo, Bridget Florence, Khumalo, Phindile, Kigayi, Jean Pierre, Kimutai, Timothy Kiprotich, KINDO, Bassirou, KIRFI, ABDULLAHI MUSA, Koggoh, Patience, Koko, Alshaima A, Kopieniak, Marcin, Kotagiri, Chandra, Kotey, Emily, Kouicem, Aya Tinhinane, Kpangkpari, Richard, Kudoh, Vincent, Kufonya, Norman, Kuhn, Warren, Kutor, Jasper, Kwakye, Akosua, Kynes, J. Matthew, Lambrechts, Lelanie, Lamiri, Rachida, LANRE, OLOKO NASIRUDEEN, Larvie, Prince, Lateef, Azeez Kehinde, LATRECHE, Samir, Lawal, Taiwo, Leballo, Gontse, Lebereki, Simon, Lee, Dorinda, Leeb, Gregory, Leonard, Tristan, LEYONO-MAWANDZA, Peggy Dalliah Gallou, Likongo, Ted Botawaosenge, Limalia, Ziyaad, LIMAN, HARUNA USMAN, Loae, Nada, Lompoli, Beinvenue Nkoy Ena, Lusungu, Dodo, M.Mokhtar, Fatma AL-Zahraa, Madany, Mohie El-Din Mostafa, Maddy, Reginald Jeff, Madombwe, Gladmore, Mafabi, Solomon, Magashi, Mahmoud Kawu, Maharaj, Sanvir, Mahfouz, Shaimaa Mahmoud, Mahlare, Korowe Rose Voncil, Mahmoud, Fathia, Maikassoua, Mamane, Maison, Patrick, Maiwald, Dela, Makhoba, Philisiwe, Makinita, Sewela Grace, Makou epse Tolefac, Myriam, Malau, Thomas Kefas, Mamathuntsha, Tshilidzi Godfrey, Mamo, Tihitena Negussie, Mamuda, Atiku, Mandundzo, Paidamoyo, Mangray, Hansie, Mani, Salma, Manneh, Ebrima K, Mansour, Noureldin Mohamed, Manyere, DV, Mapurisa, Amarylis, Mare, Pieter, Martin, Mogammad Ebrahim, 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Mohammad, Aminu Mohammad, Mohammed, Abdulrahman, Mohammed, Muhanned, Mohammed, Rabiu Isah, Mohammed, Rehab, Mohammed, Taha Salah Abdelmaksaod, Mohammedosman, Doaa, Mohsen, Siham Moftah, Molla Getahun, Amsalu, Moloisi, Makwati, Monib, Fatma A, Moodley, Kirushin, Moopanar, Manogran, Morgan, Fatma, Moris, Baluku, Morna, Martin, Moses, Vaughn, Mostafa, Mahmoud Mohamed, Motiang, Mammie, Motseoile, Toni, Motshabi, Palesa, MOUSSAOUI, Nassima, Mpoto, Dany Bolimo, MPOY EMY MONKESSA, Christ Mayick, MRARA, BUSISIWE, Mshelbwala, Philip Mari, Msherghi, Ahmed, Msibi, Trevor, Mubunda, Raphael Kapend, Muhammad, Abubakar Bala, Muhammad, Saminu, Muhanguzi, Joshua, Muhindo, Ruth, Mukenga, Martin Mamba, Mukuna, Patrick Miteo, Mulewa, Deogracias, Munanzvi, Kudzayi Sarah, Mungur, Luckshmanraj, Munubi, Aziz, Munyalo, Francisca Syovata, Muriithi, Julius M., Musa, Abdullahi Aliyu, Musa, Kareem, Musa, Mosaab Abdelhafiz Ebrahim, Musana, Fred, Musewu, Tongo Douglas, Musiitwa, Albino Kiboonwa, Mwangi, Caroline M., Mwepu, Idesbald Mwebe, Mwepu, Michel Ilunga, Mwika, Peter Mwirichia, Mwiti, Timothy M., Myeni, Physician, Mzoneli, Nosisi, Naana, Reyam, Nabukenya, Gladys, Nabunya, Susan, Naidoo, Alishka, Naidoo, Verushka, Naidu, Priyanka, Nakyanzi, Caroline, Nambi, Esther, Nampawu, Mary Juliet, Nampiina, Gorret, Namutebi, Hasifah, Nana, Benedict, Nanda, Joëlle Sandra Youssa, Nanimambi, Juliana, Nantongo, Betty, Napolitano, Luisa, Naser, Alg, Nassar, Ahmad Sammy, Nassar, Muhammad Sammy, Nasser, Nadine, Nawezo, Jacob Gerald, NDIAYE, Alain, NDIAYE, Cheikh Ahmed Tidiane, Ndiaye, Françoise, Ndibarekera, Sarah Harriet, Ndjoko, Sylvie Mishondo, Ndlovu, Msizi, Nduwayezu, Richard, Negash, Samuel, Nehema, Sarah, Neizer, Margaret, NEJMI, Sifeddine, Nezam-Parast, Masoud, Ng How Tseung, Kenny, Ngcelwane, Thandokazi, Ngene, Ikenna, Nghidinwa, Hilka, Ngissah, Reuben, Ngock, George Farrar Fola Ngock, Ngouane, Diane, Ngumi, Zipporah, Nibret, Yonas, NIENGO OUTSOUTA, Gilles, Njie, Masirending, NJOKANMA, Rapheal Azuka, 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Azer-Clovis, Yeboah, Francis, YENYI AHUKA LONGOMBE, Thérèse, Younes, Eman, Young, Chad, Younis, Nageia, Younus, Tarig Yousuf Ibrahim, YUSUF, STEPHEN, Zaki, Fatima, Zbida, Ibrahim, Zenda, Thubelihle, ZERIZER, Yassine, Zingoni, Kudzai, Zitouni, Hayett, ZONGO, P. Valentin, Zubi, Abdalrahem, Zulu, Nonhlanhla, Zulu, Nqobile

Publikováno v: In The Lancet 13-19 April 2024 403(10435):1482-1492

Mean-field FBSDE and optimal control

Autor: Agram, Nacira, Choutri, Salah Eddine

We study optimal control for mean-field forward backward stochastic differential equations with payoff functionals of mean-field type. Sufficient and necessary optimality conditions in terms of a stochastic maximum principle are derived. As an illust

Externí odkaz: http://arxiv.org/abs/1905.04793

Mean-field risk sensitive control and zero-sum games for Markov chains

Autor: Choutri, Salah Eddine, Djehiche, Boualem

We establish existence of controlled Markov chain of mean-field type with unbounded jump intensities by means of a fixed point argument using the Wasserstein distance. Using a Markov chain entropic backward SDE approach, we further suggest conditions

Externí odkaz: http://arxiv.org/abs/1801.08413

Fire Detection and Geo-Localization Using UAV’s Aerial Images and Yolo-Based Models

Autor: Kheireddine Choutri, Mohand Lagha, Souham Meshoul, Mohamed Batouche, Farah Bouzidi, Wided Charef

Publikováno v: Applied Sciences, Vol 13, Iss 20, p 11548 (2023)

The past decade has witnessed a growing demand for drone-based fire detection systems, driven by escalating concerns about wildfires exacerbated by climate change, as corroborated by environmental studies. However, deploying existing drone-based fire

Externí odkaz: https://doaj.org/article/6ef55720fe7140cbb6de555641e60f78