Analysis of the Ebola Outbreak in 2014 and 2018 in West Africa and Congo by Using Artificial Adaptive Systems

被引:9
作者
Buscema, Massimo [1 ,2 ]
Asadi-Zeydabadi, Masoud [2 ,3 ]
Lodwick, Weldon [2 ]
Nembot, Alphonse Nde [2 ]
Bronstein, Alvin [4 ]
Newman, Francis [2 ]
机构
[1] Res Ctr Sci Commun, Seme, I-00128 Rome, Italy
[2] Univ Colorado, Dept Math & Stat Sci, CCMB, Denver, CO 80217 USA
[3] Univ Colorado, Dept Phys, Denver, CO 80217 USA
[4] Leahi Hosp, Emergency Med Serv, Injury Prevent Syst Branch, Honolulu, HI USA
关键词
EPIDEMIC;
D O I
10.1080/08839514.2020.1747770
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this manuscript the Ebola outbreaks in 2014 and 2018 have been studied. On March 23, 2014, the World Health Organization announced the beginning of the Ebola outbreak in West Africa. The initial location was in a forested area in the south eastern portion of Guinea. We used three different methods to determine the origin of the outbreak. The first was a suite of artificial adaptive systems called Topological Weighted Centroid which located the outbreak origin at Longitude: -10.5337, Latitude: 8.1517. This area is 64 km from Guekedou, Guinea. We also used a Dynamic Naive Bayesian/Dynamic Networks Block Algorithm. The Bayesian algorithm shows the main source of the Ebola outbreak at Kissidougou. Both of these methods revealed the outbreak started in the forested area southeast of Guinea. The distance between Guekedou and Kissidougou is about 69 km. Furthermore, we used an artificial neural network (ANN) called Selfie to predict the outbreak diffusion. The Ebola outbreak in May 2018 in Democratic Republic of Congo was not as widespread as the outbreak in 2014. The outbreak was effecting the health zones of Bikoro and Iboko, and Wangata in Congo. We have used an ANN algorithm and predicted the origin of the outbreak at (Longitude: 18.3046, Latitude: -0.6865) in the Equator about 20 km at North-West of Bikoro.
引用
收藏
页码:597 / 617
页数:21
相关论文
共 15 条
[1]  
[Anonymous], 2018, Disease outbreak news
[2]   Ebola Virus Disease in West Africa - The First 9 Months of the Epidemic and Forward Projections [J].
Aylward, Bruce ;
Barboza, Philippe ;
Bawo, Luke ;
Bertherat, Eric ;
Bilivogui, Pepe ;
Blake, Isobel ;
Brennan, Rick ;
Briand, Sylvie ;
Chakauya, Jethro Magwati ;
Chitala, Kennedy ;
Conteh, Roland M. ;
Cori, Anne ;
Croisier, Alice ;
Dangou, Jean-Marie ;
Diallo, Boubacar ;
Donnelly, Christl A. ;
Dye, Christopher ;
Eckmanns, Tim ;
Ferguson, Neil M. ;
Formenty, Pierre ;
Fuhrer, Caroline ;
Fukuda, Keiji ;
Garske, Tini ;
Gasasira, Alex ;
Gbanyan, Stephen ;
Graaff, Peter ;
Heleze, Emmanuel ;
Jambai, Amara ;
Jombart, Thibaut ;
Kasolo, Francis ;
Kadiobo, Albert Mbule ;
Keita, Sakoba ;
Kertesz, Daniel ;
Kone, Moussa ;
Lane, Chris ;
Markoff, Jered ;
Massaquoi, Moses ;
Mills, Harriet ;
Mulba, John Mike ;
Musa, Emmanuel ;
Myhre, Joel ;
Nasidi, Abdusalam ;
Nilles, Eric ;
Nouvellet, Pierre ;
Nshimirimana, Deo ;
Nuttall, Isabelle ;
Nyenswah, Tolbert ;
Olu, Olushayo ;
Pendergast, Scott ;
Perea, William .
NEW ENGLAND JOURNAL OF MEDICINE, 2014, 371 (16) :1481-1495
[3]   Emergence of Zaire Ebola Virus Disease in Guinea [J].
Baize, Sylvain ;
Pannetier, Delphine ;
Oestereich, Lisa ;
Rieger, Toni ;
Koivogui, Lamine ;
Magassouba, N'Faly ;
Soropogui, Barre ;
Sow, Mamadou Saliou ;
Keita, Sakoba ;
De Clerck, Hilde ;
Tiffany, Amanda ;
Dominguez, Gemma ;
Loua, Mathieu ;
Traore, Alexis ;
Kolie, Moussa ;
Malano, Emmanuel Roland ;
Heleze, Emmanuel ;
Bocquin, Anne ;
Mely, Stephane ;
Raoul, Herve ;
Caro, Valerie ;
Cadar, Daniel ;
Gabriel, Martin ;
Pahlmann, Meike ;
Tappe, Dennis ;
Schmidt-Chanasit, Jonas ;
Impouma, Benido ;
Diallo, Abdoul Karim ;
Formenty, Pierre ;
Van Herp, Michel ;
Guenther, Stephan .
NEW ENGLAND JOURNAL OF MEDICINE, 2014, 371 (15) :1418-1425
[4]  
Buscema M., 2009, ARTIFICIAL ADAPTIVE, P69
[5]   The Topological Weighted Centroid (TWC): A topological approach to the time-space structure of epidemic and pseudo-epidemic processes [J].
Buscema, Massimo ;
Massini, Giulia ;
Sacco, Pier Luigi .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 492 :582-627
[6]   Why Mathematical Computer Simulations Are the New Laboratory for Scientists [J].
Buscema, Massimo .
SUBSTANCE USE & MISUSE, 2015, 50 (8-9) :1058-1078
[7]   A New Algorithm for Identifying Possible Epidemic Sources with Application to the German Escherichia coli Outbreak [J].
Buscema, Massimo ;
Grossi, Enzo ;
Bronstein, Alvin ;
Lodwick, Weldon ;
Asadi-Zeydabadi, Masoud ;
Benzi, Roberto ;
Newman, Francis .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2013, 2 (01) :155-200
[8]   Outbreaks source: A new mathematical approach to identify their possible location [J].
Buscema, Massimo ;
Grossi, Enzo ;
Breda, Marco ;
Jefferson, Tom .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2009, 388 (22) :4736-4762
[9]  
Colubri A., 2016, PLoS neglected tropical diseases, V10, P1
[10]  
*DOCT BORD, 2018, UPD EB OUTBR DEM REP