Global Models for Time Series Forecasting: A Simulation Study

Global Models for Time Series Forecasting: A Simulation Study

23 December 2020

Hansika Hewamalage

Christoph Bergmeir

Papers citing "Global Models for Time Series Forecasting: A Simulation Study"

16 / 16 papers shown

Title
Do global forecasting models require frequent retraining? Marco Zanotti 39 0 0 01 May 2025
Ordinary Least Squares as an Attention Mechanism Philippe Goulet Coulombe 24 0 0 13 Apr 2025
Context Neural Networks: A Scalable Multivariate Model for Time Series Forecasting Abishek Sriramulu Christoph Bergmeir Slawek Smyl AI4TS 23 0 0 12 May 2024
Day-ahead regional solar power forecasting with hierarchical temporal convolutional neural networks using historical power generation and weather data M. Perera J. Hoog Kasun Bandara Damith A. Senanayake Saman K. Halgamuge AI4TS 19 16 0 04 Mar 2024
How Does It Function? Characterizing Long-term Trends in Production Serverless Workloads Artjom Joosen Ahmed Hassan Martin Asenov Rajkarn Singh L. N. Darlow Jianfeng Wang Adam Barker 35 36 0 15 Dec 2023
RNN-BOF: A Multivariate Global Recurrent Neural Network for Binary Outcome Forecasting of Inpatient Aggression Aidan Quinn M. Simmons B. Spivak Christoph Bergmeir 16 0 0 02 Dec 2023
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 86 59 0 03 Nov 2023
Scalable Probabilistic Forecasting in Retail with Gradient Boosted Trees: A Practitioner's Approach Xueying Long Quang Bui G. Oktavian Daniel F. Schmidt Christoph Bergmeir Rakshitha Godahewa Seong Per Lee Kaifeng Zhao Paul Condylis 28 0 0 02 Nov 2023
Improving Forecasts for Heterogeneous Time Series by "Averaging", with Application to Food Demand Forecast L. Neubauer Peter Filzmoser AI4TS 13 3 0 12 Jun 2023
A Concurrent CNN-RNN Approach for Multi-Step Wind Power Forecasting Syed Kazmi Berk Görgülü Mucahit Cevik M. Baydogan 25 5 0 02 Jan 2023
SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting Rakshitha Godahewa G. Webb Daniel F. Schmidt Christoph Bergmeir 21 8 0 16 Nov 2022
Experimental study of time series forecasting methods for groundwater level prediction Michael Franklin Mbouopda Thomas Guyet Nicolas Labroche Abel Henriot 21 1 0 28 Sep 2022
Causal Effect Estimation with Global Probabilistic Forecasting: A Case Study of the Impact of Covid-19 Lockdowns on Energy Demand Ankitha Nandipura Prasanna Priscila Grecov Angela Dieyu Weng Christoph Bergmeir 22 0 0 19 Sep 2022
Model Selection for Time Series Forecasting: Empirical Analysis of Different Estimators Vítor Cerqueira Luís Torgo Carlos Soares AI4TS 15 6 0 01 Apr 2021
A novel weighted approach for time series forecasting based on visibility graph Tianxiang Zhan Fuyuan Xiao AI4TS 25 4 0 14 Mar 2021
Ensembles of Localised Models for Time Series Forecasting Rakshitha Godahewa Kasun Bandara Geoffrey I. Webb Slawek Smyl Christoph Bergmeir AI4TS 27 43 0 30 Dec 2020