Forecast Number of Covid-19 Cases Worldwide
- Conditions
- Covid-19
- Interventions
- Other: Model BuildingOther: Model validation
- Registration Number
- NCT04460274
- Lead Sponsor
- Turkish Ministry of Health Izmir Teaching Hospital
- Brief Summary
Coronavirus disease-19 (Covid-19) had an unprecedented effect on both nations and health systems. Time series modeling using Auto-Regressive Integrated Moving Averages (ARIMA) models have been used to forecast variables extensively mainly in statistics and econometrics. The investigators aimed to predict the total number of cases for Covid-19 using ARIMA models of time-series analysis.
- Detailed Description
Coronavirus Disease 19 (Covid-19) is an infectious disease initially defined in December 2019 before becoming pandemic. Respiratory disease is the main form of disease causing acute respiratory distress as the main cause of death.
Increased number of cases worldwide had put an enormous load on public health resulting lockdowns, quarantines and curfews. Predicting number of cases is hard as the increment of cases between communities differ.
Time series had been used in different fields of science to predict, such as signal processing, mathematical finance, weather prediction. In medicine, time series analysis were used in number of admitted patients to hospitals. Aim of this study is to predict the total number of Covid-19 cases worldwide using time series anaylsis.
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 7882471
- Confirmed case of Covid-19
- Cases not reported
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Arm && Interventions
Group Intervention Description Model Building Model Building Number of Covid-19 cases from December 31, 2019 to June 1, 2020 were used to build ARIMA model using Hyndman-Khandakar algorithm. Model Validation Model validation Number of Covid-19 cases from June 2, 2020 to June 15, 2020 were used to forecast cases using the ARIMA model
- Primary Outcome Measures
Name Time Method Number of Confirmed cases of Covid-19 December 31, 2019 to June 15, 2020
- Secondary Outcome Measures
Name Time Method
Trial Locations
- Locations (1)
Republic of Turkey, Health Sciences University, Izmir Bozyaka Education and Training Hospital
🇹🇷İzmir, Turkey