Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants

Autor: Sakho, Abdoulaye, Malherbe, Emmanuel, Scornet, Erwan

Synthetic Minority Oversampling Technique (SMOTE) is a common rebalancing strategy for handling imbalanced tabular data sets. However, few works analyze SMOTE theoretically. In this paper, we prove that SMOTE (with default parameter) tends to copy th

Externí odkaz: http://arxiv.org/abs/2402.03819

Antibiotic prescribing practices according to the AWaRe classification among children under 5 of age attending public primary care centres in four West African countries: a cross-sectional study (AIRE project, 2021–2022)

Autor: Valéry Ridde, S Shepherd, Valériane Leroy, L Barry, M Bah, A Maïga, S Diallo, G Noel, T Sidibé, V Ridde, F Bah, Désiré Kargougou, A Baldé, D Diarra, D Zongo, F Lamontagne, M Traoré, A Ouedraogo, A Ouattara, V Leroy, R Becquet, L Catala, Ibrahima Sory Diallo, S Sani, Emelyne Gres, Cédric Besnier, Abdoul Aziz Diakité, Zineb Zair, Solange Ouédraogo Yugbaré, Gildas Boris Hedible, Abdoul Guaniyi Sawadogo, Jacques Séraphin Kolié, Bertrand Meda, Sandrine Busière, Franck Lamontagne, S Yugbaré Ouédraogo, VM Sanon Zombré, M Sama Cherif, I S Diallo, D F Kaba, A A Diakité, A Sidibé, H Abarry Souleymane, F Tidjani IssaganaDikouma, H Agbeci, D L Dahourou, S Desmonde, E Gres, G B Hedible, L Peters Bokol, J Tavarez, Z Zair, S Louart, A Cousien, V Briand, V Journot, S Lenaud, C N’Chot, B Seri, C Yao, G Anago, D Badiane, M Kinda, D Neboua, P S Dia, N di Mauro, K Nyoka, W Taokreo, OB Coulidiati Lompo, M Vignon, P Aba, N Diallo, M Ngaradoum, S Léno, A T Sow, A Soumah, B Baldé, K C Millimouno, M Haba, M Soumah, M Guilavogui, M N Sylla, S F Dounfangadouno, T I Bah, C Gnongoue, S Gaye, JPY Guilavogui, A O Touré, J S Kolié, A S Savadogo, F Sangala, T Konare, A Coulibaly, A Keita, H Traoré, I Sangaré, I Koné, S Diarra, V Opoue, F K Keita, M Dougabka, B Dembélé, M S Doumbia, G D Kargougou, S Keita, S Bouille, S Calmettes, K H Harouna, B Moutari, I Issaka, S O Assoumane, S Dioiri, M Sidi, K Sani Alio, S Amina, R Agbokou, M G Hamidou, S M Sani, A Mahamane, Aboubacar Abdou, B Ousmane, I Kabirou, I Mahaman, I Mamoudou, M Baguido, R Abdoul, A Sahabi, F Seini, Z Hamani, L-Y B Meda, Mactar Niome, X Toviho, I Sanouna, P Kouam, S Busière, F Triclin, A Hema, M Bayala, L Tapsoba, J B Yaro, S Sougue, R Bakyono, A G Sawadogo, Y A Lompo, B Malgoubri, F Douamba, G Sore, L Wangraoua, S Yamponi, S I Bayala, S Tiegna, S Kam, S Yoda, M Karantao, D F Barry, O Sanou, N Nacoulma, N Semde, I Ouattara, F Wango, Z Gneissien, H Congo, Y Diarra, B Ouattara, F Diabate, O Goita, S Gana, S Sylla, D Coulibaly, N Sakho, K Kadio, J Yougbaré, S Tougouma, A Dicko, Z Nanema, I Balima, S E Coulibaly, H Baldé, E Duparc Haba, Y Sangare, B Traore, A E Dagobi, S Salifou, B Gana MoustaphaChétima, I H Abdou

Publikováno v: BMJ Paediatrics Open, Vol 8, Iss 1 (2024)

Objective To describe antibiotic prescribing practices using the WHO AWaRe (Access, Watch, Reserve) classification in West African children under 5 years of age attending public primary health centres (PHCs).Design Cross-sectional study.Setting The A

Externí odkaz: https://doaj.org/article/e38b0f05329a4f9fb92290cf2e999e7e

Schema-Based Automata Determinization

Autor: Niehren, Joachim, Sakho, Momar, Serhali, Antonio Al

Publikováno v: EPTCS 370, 2022, pp. 49-65

We propose an algorithm for schema-based determinization of finite automata on words and of step-wise hedge automata on nested words. The idea is to integrate schema-based cleaning directly into automata determinization. We prove the correctness of o

Externí odkaz: http://arxiv.org/abs/2209.10312

Frequency and Factors Associated with Disabilities among Leprosy Patients Admitted to the Kindia Disability Prevention and Physical Rehabilitation Centre (Pirp) in Guinea from 2017 to 2021

Autor: Sy savané Ibrahima Sory, Sidibe Sidikiba, Kolié Delphin, Camara Mamadou, Sakho Fatoumata, Sidibé Sadan, Chérif Mahamoud Sama, Doumbouya Sékou, Nabé Abdoul Karim, Delamou Alexandre

Publikováno v: Tropical Medicine and Infectious Disease, Vol 9, Iss 10, p 237 (2024)

This study aims to estimate the prevalence and analyze the factors associated with leprosy-related disabilities at the Kindia Disability Prevention and Physical Rehabilitation Centre (PIRP) in Guinea. It is a cross-sectional study using routine data

Externí odkaz: https://doaj.org/article/da5adcfe0e0945d4adb44bbffe897e08

Feasibility of post-exposure-prophylaxis with single-dose rifampicin and identification of high prevalent clusters in villages' hyperendemic for leprosy in Senegal.

Autor: Gilbert Batista, Pauline Dioussé, Papa Mamadou Diagne, Mahamat Cissé, Ibrahima Tito Tamba, Fatou Diop, Fanta Diop, Lahla Fall, Diama Sakho, Mariama Bammo, Ndiaga Guèye, Christa Kasang, Nimer Ortuño-Gutiérrez, Louis Hyacinthe Zoubi, Madoky Magatte Diop

Publikováno v: PLoS Neglected Tropical Diseases, Vol 18, Iss 2, p e0011755 (2024)

IntroductionSenegal is a leprosy low-endemic country with nine villages known to be hyperendemic with a leprosy incidence rate above 1,000 per million inhabitants. We aim to implement a door-to-door screening strategy associated with the administrati

Externí odkaz: https://doaj.org/article/79b5e4b6f1aa42489f91cc4b049dbae9