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Machine Learning on the COVID-19 Pandemic, Human Mobility and Air Quality: A Review

Md. Mokhlesur Rahman, Kamal Chandra Paul, Md. Amjad Hossain, G. G. Md. Nawaz Ali, Md. Shahinoor Rahman, Jean-Claude Thill
2021 IEEE Access  
viral spread with a range of Machine Learning (ML) techniques.  ...  During the COVID-19 pandemic, many people are inclined to use private transportation for necessary travel to mitigate coronavirus-related health problems.  ...  of a particular mode of transportation during the pandemic.  ... 
doi:10.1109/access.2021.3079121 pmid:34786314 pmcid:PMC8545207 fatcat:zpj7m7o5xvdslitzycrwzzsjvm

Models for COVID-19 Pandemic: A Comparative Analysis [article]

Aniruddha Adiga, Devdatt Dubhashi, Bryan Lewis, Madhav Marathe, Srinivasan Venkatramanan, Anil Vullikanti
2020 arXiv   pre-print
COVID-19 pandemic represents an unprecedented global health crisis in the last 100 years.  ...  Its economic, social and health impact continues to grow and is likely to end up as one of the worst global disasters since the 1918 pandemic and the World Wars.  ...  Acknowledgments The authors would like to thank members of the Biocomplexity COVID-19 Response Team and Network Systems Science and Advanced Computing (NSSAC) Division for their thoughtful comments and  ... 
arXiv:2009.10014v1 fatcat:om7yoe632ncpjfmbmin3o5w4la

Mathematical Models for COVID-19 Pandemic: A Comparative Analysis

Aniruddha Adiga, Devdatt Dubhashi, Bryan Lewis, Madhav Marathe, Srinivasan Venkatramanan, Anil Vullikanti
2020 Journal of the Indian Institute of Science  
COVID-19 pandemic represents an unprecedented global health crisis in the last 100 years.  ...  Its economic, social and health impact continues to grow and is likely to end up as one of the worst global disasters since the 1918 pandemic and the World Wars.  ...  Acknowledgements The authors would like to thank members of the Biocomplexity COVID-19 Response Team and Network Systems Science and Advanced Computing (NSSAC) Division for their thoughtful  ... 
doi:10.1007/s41745-020-00200-6 pmid:33144763 pmcid:PMC7596173 fatcat:vann25pqszc5be3lto4fkudzk4

Quantifying Mobility and Mixing Propensity in the Spatiotemporal Context of a Pandemic Spread

Satyaki Roy, Preetom Biswas, Preetam Ghosh
2021 IEEE Transactions on Emerging Topics in Computational Intelligence  
COVID-19 is the most acute global public health crisis of this century.  ...  In this work, we present a generalized spatiotemporal model that quantifies the role of human social mixing propensity and mobility in pandemic spread through a composite latent factor.  ...  We demonstrate its efficacy by employing this spatiotemporal model on New York City mobility traces and COVID-19 data trends.  ... 
doi:10.1109/tetci.2021.3059007 fatcat:7e5rtllgbnecxey3eypy5xknaa

STAMINA: Bioinformatics Platform for Monitoring and Mitigating Pandemic Outbreaks

Nikolaos Bakalos, Maria Kaselimi, Nikolaos Doulamis, Anastasios Doulamis, Dimitrios Kalogeras, Mathaios Bimpas, Agapi Davradou, Aggeliki Vlachostergiou, Anaxagoras Fotopoulos, Maria Plakia, Alexandros Karalis, Sofia Tsekeridou (+15 others)
2022 Technologies  
The architecture of the platform aims at providing a number of pandemic-response-related services, on a modular basis, that allows for the easy customization of the platform to address user's needs per  ...  This way, the platform can provide the necessary services without the burden of additional services that are not of use in the current deployment (e.g., predictive models for pathogens that are not endemic  ...  Data Availability Statement: All data driven applications used the our world in data COVID-19 datasets, complimented by proprietary datasets share by the STAMINA consortium.  ... 
doi:10.3390/technologies10030063 fatcat:haa4gagpxzcolmwhdnzlvpq3gm

Associations between COVID-19 Pandemic, Lockdown Measures and Human Mobility: Longitudinal Evidence from 86 Countries

Md. Mokhlesur Rahman, Jean-Claude Thill
2022 International Journal of Environmental Research and Public Health  
Additionally, this study portrayed a mutual relationship between the COVID-19 pandemic and human mobility.  ...  A higher number of COVID-19 confirmed cases and deaths reduces human mobility and the countries with reduced personal mobility have experienced a deepening of the severity of the pandemic.  ...  Maiti, Zhang [59] explored the local and global associations of socioeconomic variables with COVID-19 cases and deaths using spatial regression and machine learning models.  ... 
doi:10.3390/ijerph19127317 pmid:35742567 pmcid:PMC9223807 fatcat:zxfh5vsot5alre7y7dv7w2woq4

Fusion of AI techniques to tackle COVID-19 pandemic: models, incidence rates, and future trends

Het Shah, Saiyam Shah, Sudeep Tanwar, Rajesh Gupta, Neeraj Kumar
2021 Multimedia Systems  
Due to AI's flexibility and adaptability, it can be used as a tool to tackle COVID-19.  ...  The COVID-19 pandemic is rapidly spreading across the globe and infected millions of people that take hundreds of thousands of lives.  ...  [173] presented an interactive dashboard using a video feed from various sources for analysis of mobility and sociability trends.  ... 
doi:10.1007/s00530-021-00818-1 pmid:34276140 pmcid:PMC8275905 fatcat:bjavjg5ibfgybb2m6ulvwxt7zy

Non-Stationary Time Series Model for Station Based Subway Ridership During Covid-19 Pandemic (Case Study: New York City) [article]

Bahman Moghimi, Camille Kamga, Abolfazl Safikhani, Sandeep Mudigonda, Patricio Vicuna
2022 arXiv   pre-print
The COVID-19 pandemic in 2020 has caused sudden shocks in transportation systems, specifically the subway ridership patterns in New York City.  ...  Further, data-driven algorithms are utilized to detect the changes of ridership patterns as well as to estimate the model parameters before and during the COVID-19 pandemic.  ...  , or global health crises like the COVID-19 pandemic.  ... 
arXiv:2201.11951v1 fatcat:vpizpph4xfca7l4zhorsdnnowy

The COVID-19 Pandemic: Streamlining or capsizing the global higher education revolution

2021 Perspectives in Education  
The aim of this article is to interpret the outbreak of the COVID-19 pandemic within the frame of the global higher education revolution.  ...  The changes that the pandemic are forcing in the higher education sector is then assessed against the potential of the disruption brought by the COVID-19 pandemic to redress or strengthen the discontents  ...  CONCLUSION Thus, the COVID-19 pandemic has hit the higher education sector like a tsunami, at the time when higher education globally has been in the throes of a revolution.  ... 
doi:10.18820/2519593x/pie.v39.i1.18 fatcat:p6wae533ejabraoc72pzv5b6cq

Should bike sharing continue operating during the COVID-19 pandemic? Empirical findings from Nanjing, China [article]

Mingzhuang Hua, Xuewu Chen, Long Cheng, Jingxu Chen
2020 arXiv   pre-print
Coronavirus disease 2019 (COVID-19) has triggered a worldwide outbreak of pandemic, and transportation services have played a key role in coronavirus transmission.  ...  During the COVID-19 pandemic, how to meet user demand and avoid virus spreading has become an important issue for bike sharing.  ...  The authors appreciate Nanjing Public Bicycle Co., Ltd. and Nanjing Transportation Bureau for providing the data used in this study.  ... 
arXiv:2012.02946v1 fatcat:773silaf7rda7nna2ap26grk4e

Leveraging artificial intelligence for pandemic preparedness and response: a scoping review to identify key use cases

Ania Syrowatka, Masha Kuznetsova, Ava Alsubai, Adam L. Beckman, Paul A. Bain, Kelly Jean Thomas Craig, Jianying Hu, Gretchen Purcell Jackson, Kyu Rhee, David W. Bates
2021 npj Digital Medicine  
Important ML-based solutions have been developed in response to pandemics, and particularly for COVID-19 but few were optimized for practical application early in the pandemic.  ...  The data synthesis had two parts: an in-depth review of studies that leveraged machine learning (ML) techniques and a limited review of studies that applied traditional modeling approaches.  ...  A.S. is supported by a Fellowship Award from the Canadian Institutes of Health Research.  ... 
doi:10.1038/s41746-021-00459-8 pmid:34112939 fatcat:itib6lu3cbdwvlwbkejpm3fusu

Integration of Adaptive Technologies with Healthcare for the Early Identification and Control of COVID-19 Pandemic Disease

Geetha Poornima K, Rajeshwari M, Vinayachandra, Krishna Prasad K
2020 Zenodo  
It also addresses new ubiquitous technologies such as AI, Machine Learning, and Big Data Analytics with new innovative methods to integrate the solutions, including wearable devices, RFID, GPS, mobile  ...  The impact of the COVID-19 pandemic has spread all over the world and it has affected voluminously everyday lives of billions.  ...  technologies with healthcare for the early identification and control of pandemic diseases benefited to contain COVID-19 pandemic.  ... 
doi:10.5281/zenodo.4063845 fatcat:sbosizxu45a6zkynxardkwp4xy

Sparking Innovation in a Crisis: An IoT Sensor Location-Based Early Warning System for Pandemic Control

Igor Tasic, Maria-Dolores Cano
2022 Applied Sciences  
The COVID-19 pandemic has recently brought attention to several acute human needs.  ...  In this paper, a novel predictive location-based early warning system is proposed.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/app12094407 doaj:f4c1c64039ca4626bfacaba8f0119a52 fatcat:qcfm4cqtorcrlcgvo7fdxy5yz4

The Role of Artificial Intelligence and Machine Learning Amid the COVID-19 Pandemic: What Lessons Are We Learning on 4IR and the Sustainable Development Goals

David Mhlanga
2022 International Journal of Environmental Research and Public Health  
Using qualitative content analysis, the results indicated that artificial intelligence and machine learning played an important role in the response to the challenges posed by the COVID-19 pandemic.  ...  On the other hand, machine learning and artificial intelligence contributed a great deal to the handling of the pandemic globally.  ...  Acknowledgments: I would like to appreciate the University of Johannesburg and the Department of Accountancy for the administrative support for the work to be completed.  ... 
doi:10.3390/ijerph19031879 pmid:35162901 pmcid:PMC8835201 fatcat:c5gfuwta4zc6hgtoco45jxnjfu

Global Impact of COVID-19 Pandemic on Public Health Supply Chains [chapter]

Ukamaka Gladys Okafor, Modinat Aderonke Olalaye, Hillary Chukwuemeka Asobara, Ebuka Fidelis Umeodinka
2021 Evidence-Based Approaches to Effectively Respond to Public Health Emergencies [Working Title]  
This study describes impacts of the COVID-19 pandemic on these chains, learnings from it and the challenges faced by countries.  ...  It also provides futuristic strategic recommendations for the building of the supply chain to manage the impacts and guide pandemic responsiveness.  ...  Conflict of interest The authors declare no conflict of interest. Evidence-Based Approaches to Effectively Respond to Public Health Emergencies  ... 
doi:10.5772/intechopen.97454 fatcat:fhvxzipntjcx3jjd7m3ncpklye
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