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Special Issue: Advances in Time Series Forecasting

Guest Editors

Prof. Dr. Francisco Martínez-Álvarez  (Leading Guest Editor)
Data Science and Big Data Lab, Pablo de Olavide University, ES-41013 Seville, Spain
Email: fmaralv@upo.es


Prof. Jose. F. Torres
Data Science and Big Data Lab, Pablo de Olavide University, ES-41013 Seville, Spain
Email: jftormal@upo.es


Prof. María Martínez-Ballesteros
Department of Computer Science, University of Seville, ES-41012 Seville, Spain
Email: mariamartinez@us.es


Prof. Alicia Troncoso
Data Science and Big Data Lab, Pablo de Olavide University, ES-41013 Seville, Spain
Email: atrolor@upo.es

Manuscript Topics


Time series forecasting plays a critical role in various domains, including finance, economics, environmental science, healthcare, and many others. With the increasing availability of data and the advancements in machine learning and statistical methods, time series forecasting has witnessed a significant evolution. This special issue aims to bring together the latest advances, innovations, and research in the field of time series forecasting.


We invite researchers, academicians, and professionals to submit original research papers and case studies on topics including but not limited to:


• Advanced machine learning and deep learning techniques for time series forecasting.
• Multivariate time series analysis and forecasting.
• Forecast evaluation metrics and benchmarking.
• Forecasting for anomaly detection and event prediction.
• Big data and high-frequency time series forecasting.
• Time series forecasting for environmental and climate data.
• Real-time and online forecasting methods.
• Applications of time series forecasting in industry and government.


Instruction for Authors
http://www.aimspress.com/math/news/solo-detail/instructionsforauthors
Please submit your manuscript to online submission system
https://aimspress.jams.pub/

Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 30 June 2024

Published Papers(10)

Editorial
Advances in time series forecasting: innovative methods and applications
J. F. Torres M. Martinez-Ballesteros A. Troncoso F. Martinez-Alvarez
2024, Volume 9, Issue 9: 24163-24165. doi: 10.3934/math.20241174
Abstract HTML PDF Viewed (1513)
Research article
Analysis and forecasting of electricity prices using an improved time series ensemble approach: an application to the Peruvian electricity market
Salvatore Mancha Gonzales Hasnain Iftikhar Javier Linkolk López-Gonzales
2024, Volume 9, Issue 8: 21952-21971. doi: 10.3934/math.20241067
Abstract HTML PDF Cited (20) Viewed (2205)
Research article
Optimization study of tourism total revenue prediction model based on the Grey Markov chain: a case study of Macau
Xiaolong Chen Hongfeng Zhang Cora Un In Wong
2024, Volume 9, Issue 6: 16187-16202. doi: 10.3934/math.2024783
Abstract HTML PDF Cited (3) Viewed (1686)
Research article
Flood prediction with optimized gated recurrent unit-temporal convolutional network and improved KDE error estimation
Chenmin Ni Muhammad Fadhil Marsani Fam Pei Shan Xiaopeng Zou
2024, Volume 9, Issue 6: 14681-14696. doi: 10.3934/math.2024714
Abstract HTML PDF Cited (3) Viewed (2330)
Research article
A stacking ensemble learning for Iberian pigs activity prediction: a time series forecasting approach
Federico Divina Miguel García-Torres Francisco Gómez-Vela Domingo S. Rodriguez-Baena
2024, Volume 9, Issue 5: 13358-13384. doi: 10.3934/math.2024652
Abstract HTML PDF Cited (2) Viewed (1480)
Research article
EMDFormer model for time series forecasting
Ana Lazcano de Rojas Miguel A. Jaramillo-Morán Julio E. Sandubete
2024, Volume 9, Issue 4: 9419-9434. doi: 10.3934/math.2024459
Abstract HTML PDF Cited (6) Viewed (2161)
Research article
N-dimension for dynamic generalized inequalities of Hölder and Minkowski type on diamond alpha time scales
Elkhateeb S. Aly Ali M. Mahnashi Abdullah A. Zaagan I. Ibedou A. I. Saied Wael W. Mohammed
2024, Volume 9, Issue 4: 9329-9347. doi: 10.3934/math.2024454
Abstract HTML PDF Cited (1) Viewed (1595)
Research article
Predicting hospital disposition for trauma patients: application of data-driven machine learning algorithms
Nasser Alrashidi Musaed Alrashidi Sara Mejahed Ahmed A. Eltahawi
2024, Volume 9, Issue 4: 7751-7769. doi: 10.3934/math.2024376
Abstract HTML PDF Cited (1) Viewed (2333)
Research article
Huizhou resident population, Guangdong resident population and elderly population forecast based on the NAR neural network Markov model
Dewang Li Meilan Qiu Zhongliang Luo
2024, Volume 9, Issue 2: 3235-3252. doi: 10.3934/math.2024157
Abstract HTML PDF Cited (1) Viewed (1648)
Research article
Intrusion detection in the IoT data streams using concept drift localization
Renjie Chu Peiyuan Jin Hanli Qiao Quanxi Feng
2024, Volume 9, Issue 1: 1535-1561. doi: 10.3934/math.2024076
Abstract HTML PDF Cited (1) Viewed (2525)