Models for COVID-19 Data Prediction Based on Improved LSTM-ARIMA Algorithms

Models for COVID-19 Data Prediction Based on Improved LSTM-ARIMA Algorithms

The global repercussions of the COVID-19 pandemic on economies and public health worldwide have been profound. This study aims to examine the developmental trends of the COVID-19 pandemic, establish predictive models, and provide insights for effective control measures against potential future disea...

Full description

Bibliographic Details
Main Authors:	Yong-Chao Jin, Qian Cao, Qian Sun, Ye Lin, Dong-Mei Liu, Shan-Yu, Chen-Xi Wang, Xiao-Ling Wang, Xi-Yin Wang
Format:	Article
Language:	English
Published:	IEEE 2024-01-01
Series:	IEEE Access
Subjects:	COVID-19 LSTM ARIMA CNN-LSTM-ARIMA TCN-LSTM-ARIMA SSA-LSTM-ARIMA
Online Access:	https://ieeexplore.ieee.org/document/10374119/

Similar Items

Peak Electrical Energy Consumption Prediction by ARIMA, LSTM, GRU, ARIMA-LSTM and ARIMA-GRU Approaches
by: Agbessi Akuété Pierre, et al.
Published: (2023-06-01)

Comparative Performance of LSTM and ARIMA for the Short-Term Prediction of Bitcoin Prices
by: Navmeen Latif, et al.
Published: (2023-02-01)

Foreign Exchange Forecasting Models: ARIMA and LSTM Comparison
by: Fernando García, et al.
Published: (2023-07-01)

Investment Decision on Cryptocurrency: Comparing Prediction Performance Using ARIMA and LSTM
by: Svend Pasak, et al.
Published: (2023-05-01)

Prediction of CORS Water Vapor Values Based on the CEEMDAN and ARIMA-LSTM Combination Model
by: Xingxing Xiao, et al.
Published: (2022-09-01)

A Comparative Analysis of the ARIMA and LSTM Predictive Models and Their Effectiveness for Predicting Wind Speed
by: Meftah Elsaraiti, et al.
Published: (2021-10-01)

Comparison of ARIMA model, DNN model and LSTM model in predicting disease burden of occupational pneumoconiosis in Tianjin, China
by: He-Ren Lou, et al.
Published: (2022-11-01)

Shallot Price Forecasting Models: Comparison among Various Techniques
by: Kasemset Chompoonoot, et al.
Published: (2023-12-01)

EXPLORATION AND ANALYSIS OF TIME SERIES MODELS FOR INTELLIGENT TRAFFIC MANAGEMENT SYSTEM
by: Nivedita Tiwari, et al.
Published: (2024-03-01)

Comparison of simulation and predictive efficacy for hemorrhagic fever with renal syndrome incidence in mainland China based on five time series models
by: ZhenDe Wang, et al.
Published: (2024-02-01)

Prediction of COVID-19 Data Using Improved ARIMA-LSTM Hybrid Forecast Models
by: Yong-Chao Jin, et al.
Published: (2023-01-01)

Comparison of ARIMA and LSTM in Predicting Structural Deformation of Tunnels during Operation Period
by: Chuangfeng Duan, et al.
Published: (2023-06-01)

Electricity Consumption Forecasting in Algeria using ARIMA and Long Short-Term Memory Neural Network
by: Abdelkader SAHED, et al.
Published: (2023-11-01)

Comprehensive Review of Machine Learning-Based Methods for Electricity Load Forecasting
by: Zhao Zixu
Published: (2023-01-01)

Monthly precipitation prediction in Luoyang city based on EEMD-LSTM-ARIMA model
by: Jiwei Zhao, et al.
Published: (2023-01-01)

Data Analysis, Visualization and Prediction of Stock Market Prices of K-Electric
by: Noman Islam, et al.
Published: (2022-09-01)

Forecasting the Monkeypox Outbreak Using ARIMA, Prophet, NeuralProphet, and LSTM Models in the United States
by: Bowen Long, et al.
Published: (2023-01-01)

Prediction of COVID-19 Data Using an ARIMA-LSTM Hybrid Forecast Model
by: Yongchao Jin, et al.
Published: (2022-10-01)

Comparative analysis of stock price ARIMA and LSTM forecasting methods
by: Aivaras Bielskis, et al.
Published: (2022-12-01)

Prediksi Belanja Pemerintah Indonesia Menggunakan Long Short-Term Memory (LSTM)
by: Sabar Sautomo, et al.
Published: (2021-02-01)

Forecasting the Traffic Flow by Using ARIMA and LSTM Models: Case of Muhima Junction
by: Vienna N. Katambire, et al.
Published: (2023-11-01)

Traffic Forecasting of Back Servers Based on ARIMA-LSTM-CF Hybrid Model
by: Erzhuang Yao, et al.
Published: (2023-04-01)

Forecasting of Rice Cultivation in India–A Comparative Analysis with ARIMA and LSTM-NN Models
by: Kiran Paidipati, et al.
Published: (2020-01-01)

Modeling and forecasting CO2 emissions in China and its regions using a novel ARIMA-LSTM model
by: Tingxin Wen, et al.
Published: (2023-11-01)

Load forecasting analysis for regional and industry power systems-based on ARIMA model and LSTM model
by: Chen Jiongcheng, et al.
Published: (2022-01-01)

Size Prediction of Railway Switch Gap Based on RegARIMA Model and LSTM Network
by: Chao Li, et al.
Published: (2020-01-01)

Deep Learning Algorithms for Forecasting COVID-19 Cases in Saudi Arabia
by: Afrah Al-Rashedi, et al.
Published: (2023-01-01)

Comparative Analysis of ARIMA and lSTM Predictive Models: Evidence from Russian Stocks
by: A. V. Alzheev, et al.
Published: (2020-03-01)

Analisis Perbandingan Hasil Peramalan Harga Saham Menggunakan Model Autoregresive Integrated Moving Average dan Long Short Term Memory
by: Luki Setiawan, et al.
Published: (2023-12-01)

A New Approach for Forecasting Crude Oil Prices Based on Stochastic and Deterministic Influences of LMD Using ARIMA and LSTM Models
by: Jawaria Nasir, et al.
Published: (2023-01-01)

Forecasting of Natural Gas Consumption in Poland Based on ARIMA-LSTM Hybrid Model
by: Anna Manowska, et al.
Published: (2021-12-01)

Comparative Performance Analysis of Deep Learning, Classical, and Hybrid Time Series Models in Ecological Footprint Forecasting
by: Pınar Cihan
Published: (2024-02-01)

An Intelligent Data Analysis System Combining ARIMA and LSTM for Persistent Organic Pollutants Concentration Prediction
by: Lu Yu, et al.
Published: (2022-02-01)

Incorporating Time-Series Forecasting Techniques to Predict Logistics Companies’ Staffing Needs and Order Volume
by: Ahmad Alqatawna, et al.
Published: (2023-07-01)

Empirical Analysis for Crime Prediction and Forecasting Using Machine Learning and Deep Learning Techniques
by: Wajiha Safat, et al.
Published: (2021-01-01)

Development and comparison of predictive models for sexually transmitted diseases—AIDS, gonorrhea, and syphilis in China, 2011–2021
by: Zhixin Zhu, et al.
Published: (2022-08-01)

Time series forecasting of stock market using ARIMA, LSTM and FB prophet
by: Sunki Asha, et al.
Published: (2024-01-01)

Analysis and prediction of nuclear power plant operation events based on ARIMA-LSTM model
by: HOU Qinmai, et al.
Published: (2022-12-01)

Deformation Prediction of Cihaxia Landslide Using InSAR and Deep Learning
by: Yuxiao Wang, et al.
Published: (2022-12-01)

Derin Öğrenme ve ARIMA Yöntemlerinin Tahmin Performanslarının Kıyaslanması: Bir Borsa İstanbul Hissesi Örneği(Performance Comparisons of Deep Learning and ARIMA: A Borsa Istanbul Stock Example)
by: Caner ERDEN
Published: (2023-09-01)