Another look at forecast selection and combination: Evidence from forecast pooling

N Kourentzes, D Barrow, F Petropoulos - International Journal of …, 2019 - Elsevier
Forecast selection and combination are regarded as two competing alternatives. In the
literature there is substantial evidence that forecast combination is beneficial, in terms of …

News-based forecasts of macroeconomic indicators: A semantic path model for interpretable predictions

S Feuerriegel, J Gordon - European Journal of Operational Research, 2019 - Elsevier
The macroeconomic climate influences operations with regard to, eg, raw material prices,
financing, supply chain utilization and demand quotas. In order to adapt to the economic …

Treating and pruning: new approaches to forecasting model selection and combination using prediction intervals

E Meira, FLC Oliveira, J Jeon - International Journal of Forecasting, 2021 - Elsevier
We propose a new way of selecting among model forms in automated exponential
smoothing routines, consequently enhancing their predictive power. The procedure, here …

FFORMPP: Feature-based forecast model performance prediction

TS Talagala, F Li, Y Kang - International Journal of Forecasting, 2022 - Elsevier
This paper introduces a novel meta-learning algorithm for time series forecast model
performance prediction. We model the forecast error as a function of time series features …

Identification of combined hydrological models and numerical weather predictions for enhanced flood forecasting in a semiurban watershed

FS Awol, P Coulibaly, I Tsanis - Journal of Hydrologic Engineering, 2021 - ascelibrary.org
Flood forecasting in urban and semiurban catchments is often limited by the capability of the
combined hydrological models and forecast inputs to predict floods accurately. The objective …

Learning about tail risk: machine learning and combination with regularization in market risk management

S Wang, Q Wang, H Lu, D Zhang, Q Xing, J Wang - Omega, 2024 - Elsevier
High-quality risk management is the key to ensuring the safe, efficient, and stable operation
of the financial system. The current Basel Accord requires financial institutions to regularly …

Объединение экономических прогнозов с использованием экспертной информации

АА Сурков - Статистика и экономика, 2019 - cyberleninka.ru
Цель исследования. Целью настоящей работы является рассмотрение возможности
использования экспертной информации при объединении прогнозов как …

Forecast combination using grey relational analysis and Choquet fuzzy integral for container throughput forecasting

G Wu, YC Hu, YJ Chiu, P Jiang, R Chi - Expert Systems with Applications, 2024 - Elsevier
Utilizing the accurate and reliable demand forecasting model for the port logistics industry
decision makers, can prevent misguided decisions ensuing from inaccurate forecasting …

Too similar to combine? On negative weights in forecast combination

P Radchenko, AL Vasnev, W Wang - International Journal of Forecasting, 2023 - Elsevier
This paper provides the first thorough investigation of the negative weights that can emerge
when combining forecasts. The usual practice in the literature is to consider only convex …

[HTML][HTML] Flexible global forecast combinations

R Thompson, Y Qian, AL Vasnev - Omega, 2024 - Elsevier
Forecast combination–the aggregation of individual forecasts from multiple experts or
models–is a proven approach to economic forecasting. To date, research on economic …