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Forecasting

2018 - 2025

Current editor(s): Ms. Joss Chen

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Volume 5, issue 4, 2023

Exploring the Role of Online Courses in COVID-19 Crisis Management in the Supply Chain Sector—Forecasting Using Fuzzy Cognitive Map (FCM) Models pp. 1-23 Downloads
Dimitrios K. Nasiopoulos, Dimitrios A. Arvanitidis, Dimitrios M. Mastrakoulis, Nikos Kanellos, Thomas Fotiadis and Dimitrios E. Koulouriotis
Macroeconomic Predictions Using Payments Data and Machine Learning pp. 1-32 Downloads
James Chapman and Ajit Desai
An Extended Analysis of Temperature Prediction in Italy: From Sub-Seasonal to Seasonal Timescales pp. 1-16 Downloads
Giuseppe Giunta, Alessandro Ceppi and Raffaele Salerno
Forecasting the Traffic Flow by Using ARIMA and LSTM Models: Case of Muhima Junction pp. 1-13 Downloads
Vienna N. Katambire, Richard Musabe, Alfred Uwitonze and Didacienne Mukanyiligira
Decompose and Conquer: Time Series Forecasting with Multiseasonal Trend Decomposition Using Loess pp. 1-13 Downloads
Amirhossein Sohrabbeig, Omid Ardakanian and Petr Musilek

Volume 5, issue 3, 2023

Shrinking the Variance in Experts’ “Classical” Weights Used in Expert Judgment Aggregation pp. 1-14 Downloads
Gayan Dharmarathne, Gabriela F. Nane, Andrew Robinson and Anca M. Hanea
Large Language Models: Their Success and Impact pp. 1-14 Downloads
Spyros Makridakis, Fotios Petropoulos and Yanfei Kang
A Hybrid Model for Multi-Day-Ahead Electricity Price Forecasting considering Price Spikes pp. 1-23 Downloads
Daniel Manfre Jaimes, Manuel Zamudio López, Hamidreza Zareipour and Mike Quashie
Searching for Promisingly Trained Artificial Neural Networks pp. 1-26 Downloads
Juan M. Lujano-Rojas, Rodolfo Dufo-López, Jesús Sergio Artal-Sevil and Eduardo García-Paricio
Data-Driven Methods for the State of Charge Estimation of Lithium-Ion Batteries: An Overview pp. 1-24 Downloads
Panagiotis Eleftheriadis, Spyridon Giazitzis, Sonia Leva and Emanuele Ogliari

Volume 5, issue 2, 2023

Predicting the Oil Price Movement in Commodity Markets in Global Economic Meltdowns pp. 1-16 Downloads
Jakub Horák and Michaela Jannová
On the Disagreement of Forecasting Model Selection Criteria pp. 1-12 Downloads
Evangelos Spiliotis, Fotios Petropoulos and Vassilios Assimakopoulos
Projected Future Flooding Pattern of Wabash River in Indiana and Fountain Creek in Colorado: An Assessment Utilizing Bias-Corrected CMIP6 Climate Data pp. 1-19 Downloads
Swarupa Paudel, Neekita Joshi and Ajay Kalra
Automation in Regional Economic Synthetic Index Construction with Uncertainty Measurement pp. 1-19 Downloads
Priscila Espinosa and Jose M. Pavía
Distribution Prediction of Decomposed Relative EVA Measure with Levy-Driven Mean-Reversion Processes: The Case of an Automotive Sector of a Small Open Economy pp. 1-19 Downloads
Zdeněk Zmeškal, Dana Dluhošová, Karolina Lisztwanová, Antonín Pončík and Iveta Ratmanová
Short-Term Probabilistic Load Forecasting in University Buildings by Means of Artificial Neural Networks pp. 1-15 Downloads
Carla Sahori Seefoo Jarquin, Alessandro Gandelli, Francesco Grimaccia and Marco Mussetta
Comparative Analysis of Machine Learning, Hybrid, and Deep Learning Forecasting Models: Evidence from European Financial Markets and Bitcoins pp. 1-15 Downloads
Apostolos Ampountolas
Solving Linear Integer Models with Variable Bounding pp. 1-10 Downloads
Elias Munapo, Joshua Chukwuere and Trust Tawanda

Volume 5, issue 1, 2023

Spatial Dependence of Average Prices for Product Categories and Its Change over Time: Evidence from Daily Data pp. 1-25 Downloads
Venera Timiryanova, Irina Lakman, Vadim Prudnikov and Dina Krasnoselskaya
A Day-Ahead Photovoltaic Power Prediction via Transfer Learning and Deep Neural Networks pp. 1-16 Downloads
Seyed Mahdi Miraftabzadeh, Cristian Giovanni Colombo, Michela Longo and Federica Foiadelli
Methodology for Optimizing Factors Affecting Road Accidents in Poland pp. 1-15 Downloads
Piotr Gorzelanczyk and Henryk Tylicki
Comparison of ARIMA, SutteARIMA, and Holt-Winters, and NNAR Models to Predict Food Grain in India pp. 1-15 Downloads
Ansari Saleh Ahmar, Pawan Kumar Singh, R. Ruliana, Alok Kumar Pandey and Stuti Gupta
Performance Analysis of Statistical, Machine Learning and Deep Learning Models in Long-Term Forecasting of Solar Power Production pp. 1-29 Downloads
Ashish Sedai, Rabin Dhakal, Shishir Gautam, Anibesh Dhamala, Argenis Bilbao, Qin Wang, Adam Wigington and Suhas Pol
Comprehensive Review of Power Electronic Converters in Electric Vehicle Applications pp. 1-59 Downloads
Rejaul Islam, S M Sajjad Hossain Rafin and Osama A. Mohammed
Day Ahead Electric Load Forecast: A Comprehensive LSTM-EMD Methodology and Several Diverse Case Studies pp. 1-18 Downloads
Michael Wood, Emanuele Ogliari, Alfredo Nespoli, Travis Simpkins and Sonia Leva
Editorial for Special Issue: “Tourism Forecasting: Time-Series Analysis of World and Regional Data” pp. 1-3 Downloads
João Paulo Teixeira and Ulrich Gunter
Acknowledgment to the Reviewers of Forecasting in 2022 pp. 1-2 Downloads
Forecasting Editorial Office
Extracting Statistical Properties of Solar and Photovoltaic Power Production for the Scope of Building a Sophisticated Forecasting Framework pp. 1-21 Downloads
Joseph Ndong and Ted Soubdhan
Machine Learning Models and Intra-Daily Market Information for the Prediction of Italian Electricity Prices pp. 1-21 Downloads
Silvia Golia, Luigi Grossi and Matteo Pelagatti
Time Series Dataset Survey for Forecasting with Deep Learning pp. 1-21 Downloads
Yannik Hahn, Tristan Langer, Richard Meyes and Tobias Meisen
Assessing Spurious Correlations in Big Search Data pp. 1-12 Downloads
Jesse T. Richman and Ryan J. Roberts
Forecasting the Monkeypox Outbreak Using ARIMA, Prophet, NeuralProphet, and LSTM Models in the United States pp. 1-11 Downloads
Bowen Long, Fangya Tan and Mark Newman
Intervention Time Series Analysis and Forecasting of Organ Donor Transplants in the US during the COVID-19 Era pp. 1-27 Downloads
Supraja Malladi and Qiqi Lu
On Forecasting Cryptocurrency Prices: A Comparison of Machine Learning, Deep Learning, and Ensembles pp. 1-14 Downloads
Kate Murray, Andrea Rossi, Diego Carraro and Andrea Visentin
Agricultural Commodities in the Context of the Russia-Ukraine War: Evidence from Corn, Wheat, Barley, and Sunflower Oil pp. 1-23 Downloads
Florin Aliu, Jiří Kučera and Simona Hašková
Global Solar Radiation Forecasting Based on Hybrid Model with Combinations of Meteorological Parameters: Morocco Case Study pp. 1-24 Downloads
Brahim Belmahdi, Mohamed Louzazni, Mousa Marzband and Abdelmajid El Bouardi
Coffee as an Identifier of Inflation in Selected US Agglomerations pp. 1-17 Downloads
Marek Vochozka, Svatopluk Janek and Zuzana Rowland

Volume 4, issue 4, 2022

Forecasting Bitcoin Spikes: A GARCH-SVM Approach pp. 1-15 Downloads
Theophilos Papadimitriou, Periklis Gogas and Athanasios Fotios Athanasiou
A Coordinated Analysis of Physical Reactivity to Daily Stressors: Age and Proactive Coping Matter pp. 1-15 Downloads
Shevaun D. Neupert, Emily L. Smith and Margaret L. Schriefer
Sex Differential Dynamics in Coherent Mortality Models pp. 1-26 Downloads
Snorre Jallbjørn and Søren Fiig Jarner
Ecological Forecasting and Operational Information Systems Support Sustainable Ocean Management pp. 1-29 Downloads
Chaojiao Sun, Alistair J. Hobday, Scott A. Condie, Mark E. Baird, J. Paige Eveson, Jason R. Hartog, Anthony J. Richardson, Andrew D. L. Steven, Karen Wild-Allen, Russell C. Babcock, Dezhou Yang, Rencheng Yu and Mathieu Mongin
Has EU Accession Boosted Patent Performance in the EU-13? A Critical Evaluation Using Causal Impact Analysis with Bayesian Structural Time-Series Models pp. 1-16 Downloads
Agnieszka Kleszcz and Krzysztof Rusek
The Contribution of Digital Technology to the Forecasting of Supply Chain Development, in IT Products, Modeling and Simulation of the Problem pp. 1-19 Downloads
Dimitrios K. Nasiopoulos, Dimitrios M. Mastrakoulis and Dimitrios A. Arvanitidis
Supervised and Unsupervised Machine Learning Algorithms for Forecasting the Fracture Location in Dissimilar Friction-Stir-Welded Joints pp. 1-11 Downloads
Akshansh Mishra and Anish Dasgupta
Predicting Credit Scores with Boosted Decision Trees pp. 1-11 Downloads
João Bastos
Precision and Reliability of Forecasts Performance Metrics pp. 1-22 Downloads
Philippe St-Aubin and Bruno Agard
Evaluating the Comparative Accuracy of COVID-19 Mortality Forecasts: An Analysis of the First-Wave Mortality Forecasts in the United States pp. 1-21 Downloads
Rahul Pathak and Daniel Williams
Coupling a Neural Network with a Spatial Downscaling Procedure to Improve Probabilistic Nowcast for Urban Rain Radars pp. 1-21 Downloads
Marino Marrocu and Luca Massidda
Forecasting Daily and Weekly Passenger Demand for Urban Rail Transit Stations Based on a Time Series Model Approach pp. 1-21 Downloads
Dung David Chuwang and Weiya Chen
Big Data and Predictive Analytics for Business Intelligence: A Bibliographic Study (2000–2021) pp. 1-20 Downloads
Yili Chen, Congdong Li and Han Wang
Systematic Assessment of the Effects of Space Averaging and Time Averaging on Weather Forecast Skill pp. 1-20 Downloads
Ying Li and Samuel N. Stechmann
The Lasso and the Factor Zoo-Predicting Expected Returns in the Cross-Section pp. 1-35 Downloads
Marcial Messmer and Francesco Audrino
Predictive Data Analytics for Electricity Fraud Detection Using Tuned CNN Ensembler in Smart Grid pp. 1-13 Downloads
Nasir Ayub, Usman Ali, Kainat Mustafa, Syed Muhammad Mohsin and Sheraz Aslam
Modeling and Forecasting Somali Economic Growth Using ARIMA Models pp. 1-13 Downloads
Abas Omar Mohamed

Volume 4, issue 3, 2022

Integrating Ecological Forecasting into Undergraduate Ecology Curricula with an R Shiny Application-Based Teaching Module pp. 1-30 Downloads
Tadhg N. Moore, R. Quinn Thomas, Whitney M. Woelmer and Cayelan C. Carey
Examining Factors That Affect Movie Gross Using Gaussian Copula Marginal Regression pp. 1-14 Downloads
Joshua Eklund and Jong-Min Kim
Can Groups Improve Expert Economic and Financial Forecasts? pp. 1-18 Downloads
Warwick Smith, Anca M. Hanea and Mark A. Burgman
Assessing the Implication of Climate Change to Forecast Future Flood Using CMIP6 Climate Projections and HEC-RAS Modeling pp. 1-22 Downloads
Abhiru Aryal, Albira Acharya and Ajay Kalra
The Power of Travel Search Data in Forecasting the Tourism Demand in Dubai pp. 1-11 Downloads
Ahmed Rashad
Nowcasting GDP: An Application to Portugal pp. 1-15 Downloads
João B. Assunção and Pedro Afonso Fernandes
Influence of Car Configurator Webpage Data from Automotive Manufacturers on Car Sales by Means of Correlation and Forecasting pp. 1-20 Downloads
Juan Manuel García Sánchez, Xavier Vilasís Cardona and Alexandre Lerma Martín
Modelling Financial Markets during Times of Extreme Volatility: Evidence from the GameStop Short Squeeze pp. 1-20 Downloads
Boris Andreev, Georgios Sermpinis and Charalampos Stasinakis
Evaluating State-of-the-Art, Forecasting Ensembles and Meta-Learning Strategies for Model Fusion pp. 1-20 Downloads
Pieter Cawood and Terence Van Zyl

Volume 4, issue 2, 2022

Deep Learning for Demand Forecasting in the Fashion and Apparel Retail Industry pp. 1-17 Downloads
Chandadevi Giri and Yan Chen
Monitoring and Forecasting of Key Functions and Technologies for Automated Driving pp. 1-24 Downloads
Christian Ulrich, Benjamin Frieske, Stephan A. Schmid and Horst E. Friedrich
Advances in Time Series Forecasting Development for Power Systems’ Operation with MLOps pp. 1-24 Downloads
Gonca Gürses-Tran and Antonello Monti
Estimating Path Choice Models through Floating Car Data pp. 1-13 Downloads
Antonio Comi and Antonio Polimeni
Analyzing and Forecasting Multi-Commodity Prices Using Variants of Mode Decomposition-Based Extreme Learning Machine Hybridization Approach pp. 1-27 Downloads
Emmanuel Senyo Fianu
Forecasting Regional Tourism Demand in Morocco from Traditional and AI-Based Methods to Ensemble Modeling pp. 1-18 Downloads
El houssin Ouassou and Hafsa Taya
Modelling Energy Transition in Germany: An Analysis through Ordinary Differential Equations and System Dynamics pp. 1-18 Downloads
Andrea Savio, Luigi De Giovanni and Mariangela Guidolin
A Monte Carlo Approach to Bitcoin Price Prediction with Fractional Ornstein–Uhlenbeck Lévy Process pp. 1-11 Downloads
Jules Clement Mba, Sutene Mwambetania Mwambi and Edson Pindza
Diffusion of Solar PV Energy in the UK: A Comparison of Sectoral Patterns pp. 1-21 Downloads
Anita M. Bunea, Mariangela Guidolin, Piero Manfredi and Pompeo Della Posta

Volume 4, issue 1, 2022

Acknowledgment to the Reviewers of Forecasting in 2021 pp. 1-2 Downloads
Forecasting Editorial Office
Event-Based Evaluation of Electricity Price Ensemble Forecasts pp. 1-21 Downloads
Arne Vogler and Florian Ziel
Projecting Mortality Rates to Extreme Old Age with the CBDX Model pp. 1-11 Downloads
Kevin Dowd and David Blake
Irradiance Nowcasting by Means of Deep-Learning Analysis of Infrared Images pp. 1-11 Downloads
Alessandro Niccolai, Seyedamir Orooji, Andrea Matteri, Emanuele Ogliari and Sonia Leva
Application of Agent-Based Modeling in Agricultural Productivity in Rural Area of Bahir Dar, Ethiopia pp. 1-22 Downloads
Sardorbek Musayev, Jonathan Mellor, Tara Walsh and Emmanouil Anagnostou
Prediction of Autonomy Loss in Alzheimer’s Disease pp. 1-10 Downloads
Anne-Sophie Nicolas, Michel Ducher, Laurent Bourguignon, Virginie Dauphinot and Pierre Krolak-Salmon
Prevalence and Economic Costs of Absenteeism in an Aging Population—A Quasi-Stochastic Projection for Germany pp. 1-23 Downloads
Patrizio Vanella, Christina Benita Wilke and Doris Söhnlein
SIMLR: Machine Learning inside the SIR Model for COVID-19 Forecasting pp. 1-23 Downloads
Roberto Vega, Leonardo Flores and Russell Greiner
Hybrid Surrogate Model for Timely Prediction of Flash Flood Inundation Maps Caused by Rapid River Overflow pp. 1-23 Downloads
Andre D. L. Zanchetta and Paulin Coulibaly
Trend Lines and Japanese Candlesticks Applied to the Forecasting of Wind Speed Data Series pp. 1-17 Downloads
Manfredo Guilizzoni and Paloma Maldonado Eizaguirre
A Hybrid XGBoost-MLP Model for Credit Risk Assessment on Digital Supply Chain Finance pp. 1-24 Downloads
Yixuan Li, Charalampos Stasinakis and Wee Meng Yeo
High-Resolution Gridded Air Temperature Data for the Urban Environment: The Milan Data Set pp. 1-24 Downloads
Giuseppe Frustaci, Samantha Pilati, Cristina Lavecchia and Enea Marco Montoli
Explainable Ensemble Machine Learning for Breast Cancer Diagnosis Based on Ultrasound Image Texture Features pp. 1-13 Downloads
Alireza Rezazadeh, Yasamin Jafarian and Ali Kord
A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling pp. 1-25 Downloads
Thabang Mathonsi and Terence L. van Zyl
Short Term Electric Power Load Forecasting Using Principal Component Analysis and Recurrent Neural Networks pp. 1-16 Downloads
Venkataramana Veeramsetty, Dongari Rakesh Chandra, Francesco Grimaccia and Marco Mussetta
Side-Length-Independent Motif ( SLIM ): Motif Discovery and Volatility Analysis in Time Series— SAX, MDL and the Matrix Profile pp. 1-19 Downloads
Eoin Cartwright, Martin Crane and Heather J. Ruskin
Analyzing and Forecasting Tourism Demand in Vietnam with Artificial Neural Networks pp. 1-15 Downloads
Le Quyen Nguyen, Paula Odete Fernandes and João Paulo Teixeira
Machine-Learning-Based Functional Time Series Forecasting: Application to Age-Specific Mortality Rates pp. 1-15 Downloads
Ufuk Beyaztas and Han Lin Shang
Switching Coefficients or Automatic Variable Selection: An Application in Forecasting Commodity Returns pp. 1-32 Downloads
Massimo Guidolin and Manuela Pedio
Analysing Historical and Modelling Future Soil Temperature at Kuujjuaq, Quebec (Canada): Implications on Aviation Infrastructure pp. 1-31 Downloads
Andrew C. W. Leung, William A. Gough and Tanzina Mohsin
Do Risky Scenarios Affect Forecasts of Savings and Expenses? pp. 1-28 Downloads
Shari De Baets, Dilek Önkal and Wasim Ahmed
Editorial for Special Issue: “Feature Papers of Forecasting 2021” pp. 1-3 Downloads
Sonia Leva
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