A Survey on the Use of AI and ML for Fighting the COVID-19 Pandemic

08/03/2020
by   Muhammad Nazrul Islam, et al.
0

Artificial intelligence (AI) and machine learning (ML) have made a paradigm shift in health care which, eventually can be used for decision support and forecasting by exploring the medical data. Recent studies showed that AI and ML can be used to fight against the COVID-19 pandemic. Therefore, the objective of this review study is to summarize the recent AI and ML based studies that have focused to fight against COVID-19 pandemic. From an initial set of 634 articles, a total of 35 articles were finally selected through an extensive inclusion-exclusion process. In our review, we have explored the objectives/aims of the existing studies (i.e., the role of AI/ML in fighting COVID-19 pandemic); context of the study (i.e., study focused to a specific country-context or with a global perspective); type and volume of dataset; methodology, algorithms or techniques adopted in the prediction or diagnosis processes; and mapping the algorithms/techniques with the data type highlighting their prediction/classification accuracy. We particularly focused on the uses of AI/ML in analyzing the pandemic data in order to depict the most recent progress of AI for fighting against COVID-19 and pointed out the potential scope of further research.

READ FULL TEXT
research
03/25/2020

Mapping the Landscape of Artificial Intelligence Applications against COVID-19

COVID-19, the disease caused by the SARS-CoV-2 virus, has been declared ...
research
10/28/2021

Diagnosis of COVID-19 Using Machine Learning and Deep Learning: A review

Background: This paper provides a systematic review of the application o...
research
06/04/2022

Image Data collection and implementation of deep learning-based model in detecting Monkeypox disease using modified VGG16

While the world is still attempting to recover from the damage caused by...
research
03/07/2022

Machine Learning based Anomaly Detection for Smart Shirt: A Systematic Review

In recent years, the popularity and use of Artificial Intelligence (AI) ...
research
01/11/2021

Contrastive Learning Improves Critical Event Prediction in COVID-19 Patients

Machine Learning (ML) models typically require large-scale, balanced tra...
research
11/01/2022

Forecasting Patient Flows with Pandemic Induced Concept Drift using Explainable Machine Learning

Accurately forecasting patient arrivals at Urgent Care Clinics (UCCs) an...

Please sign up or login with your details

Forgot password? Click here to reset