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Use of Artificial Intelligence on spatio-temporal data to generate insights during COVID-19 pandemic: A Review [article]

Gihan Chanaka Jayatilaka, Jameel Hassan, Umar Marikkar, Rumali Perera, Suren Sritharan, Harshana Weligampola, Mevan Ekanayake, Roshan Godaliyadda, Parakrama Ekanayake, Vijitha Herath, G.M. Dilshan Godaliyadda, Anuruddhika Rathnayake (+2 others)
2020 medRxiv   pre-print
In this review, we present a comprehensive analysis of the use of AI techniques for spatio-temporal modeling and forecasting and impact modeling on diverse populations as it relates to COVID-19.  ...  The COVID-19 pandemic, within a short time span, has had a significant impact on every aspect of life in almost every country on the planet.  ...  The literature survey has uncovered two key application areas in which AI is used--predicting the future impact of COVID-19 on populations and uncovering the differential impact of COVID-19 on diverse  ... 
doi:10.1101/2020.11.22.20232959 fatcat:dsn5cwrhfjflxkjy75lwi7pcnq

Global convergence of COVID-19 basic reproduction number and estimation from early-time SIR dynamics

Gabriel G. Katul, Assaad Mrad, Sara Bonetti, Gabriele Manoli, Anthony J. Parolari, Maria Vittoria Barbarossa
2020 PLoS ONE  
Model results indicate that if intervention measures still result in Ro > 2.7 within 44 days after first infection, intervention is unlikely to be effective in general for COVID-19.  ...  The SIR ('susceptible-infectious-recovered') formulation is used to uncover the generic spread mechanisms observed by COVID-19 dynamics globally, especially in the early phases of infectious spread.  ...  To allow for large mobility of these super-spreaders in the SIR analysis, the budget equation for I in each region is revised to become an integro-differential equation (IDE) given as [44] @I @t ¼ b  ... 
doi:10.1371/journal.pone.0239800 pmid:32970786 fatcat:bihtujetnbhgzlszupktsisdv4

A retrospective analysis of plant and human epidemics for COVID-19 comprehension

Gustavo Mora-Aguilera, Gerardo Acevedo-Sánchez
2021 Revista Mexicana de Fitopatología Mexican Journal of Phytopathology  
Epidemic outbreaks of XXI century evidenced regression of the population-based approach to risk prevention and erosion of Public Health model, successful between 1950-1970.  ...  The COVID-19 cases curve ('epidemic wave') is not inherent to preventive epidemiology, 'flattening' lacks infectious basis, 'healthy distance' or 'confinement' are not sustainable mitigation strategies  ...  COVID-19: Pandemic Management Pandemic COVID-19. Impact and curative approach.  ... 
doi:10.18781/r.mex.fit.2021-27 fatcat:zspzcaejzjazdm3zsahd4i6mma

Global convergence of COVID-19 basic reproduction number and estimation from early-time SIR dynamics

Gabriel G. Katul, Assaad Mrad, Sara Bonetti, Gabriele Manoli, Anthony J. Parolari
2020
Model results indicate that if intervention measures still result in R o > 2.7 within 44 days after first infection, intervention is unlikely to be effective in general for COVID-19.  ...  The SIR ('susceptible-infectious-recovered') formulation is used to uncover the generic spread mechanisms observed by COVID-19 dynamics globally, especially in the early phases of infectious spread.  ...  To allow for large mobility of these super-spreaders in the SIR analysis, the budget equation for I PLOS ONE in each region is revised to become an integro-differential equation (IDE) given as [44]  ... 
doi:10.3929/ethz-b-000445183 fatcat:ewqmyevpzrhunlkjsejk5edibq

Evolution equations with applications to population dynamics [article]

Elisa Affili
2021 arXiv   pre-print
In mathematical modelling, the impact of environmental elements and the interaction between species is read into the role of heterogeneity in equations and interactions in coupled systems.  ...  The main topic of this thesis is the analysis of evolution equations reflecting issues in ecology and population dynamics.  ...  Another striking proof was given in [52] , where the authors point out that the COVID-19 epidemics in Northern Italy at the beginning of 2020 diffused faster along the highways.  ... 
arXiv:2101.10925v2 fatcat:gs7ediuzsfc5rbvymxxd2pzdva

Educazione Aperta, numero 9 / 2021

Autori Vari
2021 Zenodo  
the processes of change taking place in the Italian school, bringing to the center of the debate the need to rethink teaching-learning models in a more dynamic and ecological way, inserting them in current  ...  He is a registered Drama therapist in Italy and the founder of the "Arts for Reconciliation" research project in Cali (Colombia) focusing on the use of arts to accompany dialogue and reconciliation among  ...  Un saggio che si legge come un romanzo filosofico che tocca diversi piani della realtà attraversando e collegando in profondità differenti linguaggi.  ... 
doi:10.5281/zenodo.5166906 fatcat:5sibni3mu5bl3iq72lshzshukm

Educazione Aperta, numero 9 / 2021

Autori Vari
2021 Zenodo  
the processes of change taking place in the Italian school, bringing to the center of the debate the need to rethink teaching-learning models in a more dynamic and ecological way, inserting them in current  ...  He is a registered Drama therapist in Italy and the founder of the "Arts for Reconciliation" research project in Cali (Colombia) focusing on the use of arts to accompany dialogue and reconciliation among  ...  Un saggio che si legge come un romanzo filosofico che tocca diversi piani della realtà attraversando e collegando in profondità differenti linguaggi.  ... 
doi:10.5281/zenodo.5167257 fatcat:eahv5axovzhd3devgov7jzpjs4

EVOLUTION EQUATIONS WITH APPLICATIONS TO POPULATION DYNAMICS

ELISA AFFILI
2021
In mathematical modelling, the impact of environmental elements and the interaction between species is read into the role of heterogeneity in equations and interactions in coupled systems.  ...  The main topic of this thesis is the analysis of evolution equations reflecting issues in ecology and population dynamics.  ...  Another striking proof was given in [52] , where the authors point out that the COVID-19 epidemics in Northern Italy at the beginning of 2020 diffused faster along the highways.  ... 
doi:10.13130/affili-elisa_phd2021-03-11 fatcat:phphjl5665eftgoy4vbxdianga

An apostrophe to Scots: the invention and diffusion of the Scots apostrophe in eighteenth-century Scottish verse

David William Selfe
2021
In broader terms, the research therein demonstrates the value of non-lexical markers, like the apostrophe, as a capacious avenue for future historical pragmatic research.  ...  The use of apostrophised forms undermines perceptions of Scots as a language independent from English and is solely for the benefit of accessibility for an English readership. 3.  ...  model in literature and art " (1959: 3) .  ... 
doi:10.5525/gla.thesis.82448 fatcat:wzpq5zg2jnbl3mdwra2a2khtry