[PDF][PDF] AI based forecasting of influenza patterns from twitter information using random forest algorithm

V Shanmuganathan, HR Yesudhas… - Hum. Cent. Comput …, 2021 - academia.edu
Nowadays, people are highly addicted to social media or any other social platform, and
there is no one without the Internet or Android mobile devices. Therefore, social media is …

Forecasting epidemic diseases with Arabic Twitter data and WHO reports using machine learning techniques

QB Baker, F Shatnawi, S Rawashdeh - Bulletin of Electrical Engineering …, 2022 - beei.org
Twitter is one of the essential social media tools used by many people because they express
their views, daily problems, and what they suffer from the health aspects. On Twitter, we can …

Regional level influenza study based on Twitter and machine learning method

H Xue, Y Bai, H Hu, H Liang - PloS one, 2019 - journals.plos.org
The significance of flu prediction is that the appropriate preventive and control measures can
be taken by relevant departments after assessing predicted data; thus, morbidity and …

[PDF][PDF] Prediction model for influenza epidemic based on Twitter data

S Grover, GS Aujla - … Journal of Advanced Research in Computer …, 2014 - researchgate.net
Today controlling the influenza outbreak has become an important issue of health
authorities worldwide to get rid of the epidemic as early as possible. In this research work we …

Predicting the spread of influenza epidemics by analyzing twitter messages

S Molaei, M Khansari, H Veisi, M Salehi - Health and Technology, 2019 - Springer
Seasonal influenza epidemics affect millions of people with respiratory illnesses and cause
250,000 to 500,000 deaths worldwide each year. Rapidly predicting the outbreak of …

Prediction of influenza-like illness based on the improved artificial tree algorithm and artificial neural network

H Hu, H Wang, F Wang, D Langley, A Avram, M Liu - Scientific reports, 2018 - nature.com
Because influenza is a contagious respiratory illness that seriously threatens public health,
accurate real-time prediction of influenza outbreaks may help save lives. In this paper, we …

Forecasting influenza based on autoregressive moving average and holt-winters exponential smoothing models

G Zhu, L Li, Y Zheng, X Zhang, H Zou - Journal of Advanced …, 2021 - jstage.jst.go.jp
Influenza outbreaks can be effectively prevented if further outbreaks are predicted as early
as possible. This article proposes an autoregressive integrated moving average (ARIMA) …

Tweetluenza: Predicting flu trends from twitter data

B Alkouz, Z Al Aghbari… - Big Data Mining and …, 2019 - ieeexplore.ieee.org
Health authorities worldwide strive to detect Influenza prevalence as early as possible in
order to prepare for it and minimize its impacts. To this end, we address the Influenza …

Predicting Coronavirus Pandemic in Real‐Time Using Machine Learning and Big Data Streaming System

X Zhang, H Saleh, EMG Younis, R Sahal, AA Ali - Complexity, 2020 - Wiley Online Library
Twitter is a virtual social network where people share their posts and opinions about the
current situation, such as the coronavirus pandemic. It is considered the most significant …

[HTML][HTML] Preliminary flu outbreak prediction using twitter posts classification and linear regression with historical centers for disease control and prevention reports …

A Alessa, M Faezipour - JMIR public health and surveillance, 2019 - publichealth.jmir.org
Background: Social networking sites (SNSs) such as Twitter are widely used by diverse
demographic populations. The amount of data within SNSs has created an efficient resource …