[HTML][HTML] Forecasting: theory and practice

F Petropoulos, D Apiletti, V Assimakopoulos… - International Journal of …, 2022 - Elsevier
Forecasting has always been at the forefront of decision making and planning. The
uncertainty that surrounds the future is both exciting and challenging, with individuals and …

[HTML][HTML] Forecast reconciliation: A review

G Athanasopoulos, RJ Hyndman, N Kourentzes… - International Journal of …, 2023 - Elsevier
Collections of time series formed via aggregation are prevalent in many fields. These are
commonly referred to as hierarchical time series and may be constructed cross-sectionally …

On the selection of forecasting accuracy measures

D Koutsandreas, E Spiliotis, F Petropoulos… - Journal of the …, 2022 - Taylor & Francis
A lot of controversy exists around the choice of the most appropriate error measure for
assessing the performance of forecasting methods. While statisticians argue for the use of …

Visitor arrivals forecasts amid COVID-19: A perspective from the Africa team

N Kourentzes, A Saayman, P Jean-Pierre… - Annals of Tourism …, 2021 - Elsevier
COVID-19 disrupted international tourism worldwide, subsequently presenting forecasters
with a challenging conundrum. In this competition, we predict international arrivals for 20 …

Understanding forecast reconciliation

R Hollyman, F Petropoulos, ME Tipping - European Journal of Operational …, 2021 - Elsevier
A series of recent papers introduce the concept of Forecast Reconciliation, a process by
which independently generated forecasts of a collection of linearly related time series are …

Recent developments in multivariate wind and solar power forecasting

ML Sørensen, P Nystrup, MB Bjerregård… - Wiley …, 2023 - Wiley Online Library
The intermittency of renewable energy sources, such as wind and solar, means that they
require reliable and accurate forecasts to integrate properly into energy systems. This review …

Demand forecasting in supply chains: a review of aggregation and hierarchical approaches

MZ Babai, JE Boylan… - International Journal of …, 2022 - Taylor & Francis
Demand forecasts are the basis of most decisions in supply chain management. The
granularity of these decisions lead to different forecast requirements. For example, inventory …

Forecast reconciliation: A geometric view with new insights on bias correction

A Panagiotelis, G Athanasopoulos… - International Journal of …, 2021 - Elsevier
A geometric interpretation is developed for so-called reconciliation methodologies used to
forecast time series that adhere to known linear constraints. In particular, a general …

A cross-temporal hierarchical framework and deep learning for supply chain forecasting

S Punia, SP Singh, JK Madaan - Computers & Industrial Engineering, 2020 - Elsevier
Organizations require short-term up to long-run aggregated forecasts for making strategic,
tactical, and operational decisions for their supply chain management. In supply chain …

Tourism recovery amid COVID-19: The case of Lombardy, Italy

D Provenzano, S Volo - Tourism Economics, 2022 - journals.sagepub.com
Travel restrictions and social distancing imposed to curb the spread of the new coronavirus
have been strongly hitting tourism since March 2020. Tourism forecasting literature …