Forecasting Early with Meta Learning

Forecasting Early with Meta Learning

19 July 2023

Kiran Madhusudhanan

Vijaya Krishna Yalavarthi

Lars Schmidt-Thieme

Papers citing "Forecasting Early with Meta Learning"

12 / 12 papers shown

Title
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 54 7 0 07 Apr 2022
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 60 157 0 14 May 2021
Do We Really Need Deep Learning Models for Time Series Forecasting? Shereen Elsayed Daniela Thyssens Ahmed Rashed H. Jomaa Lars Schmidt-Thieme AI4TS 36 106 0 06 Jan 2021
Two-Step Meta-Learning for Time-Series Forecasting Ensemble E. Vaičiukynas Paulius Danėnas Vilius Kontrimas Rimantas Butleris AI4TS 34 9 0 20 Nov 2020
Approaches and Applications of Early Classification of Time Series: A Review Ashish Gupta Hari Prabhat Gupta Bhaskar Biswas Tanima Dutta AI4TS 37 82 0 06 May 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 56 641 0 27 Feb 2020
Meta-learning framework with applications to zero-shot time-series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio UQCV AI4TS AI4CE 173 112 0 07 Feb 2020
TEASER: Early and Accurate Time Series Classification Patrick Schäfer Ulf Leser AI4TS 36 62 0 09 Aug 2019
Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Shiyang Li Xiaoyong Jin Yao Xuan Xiyou Zhou Wenhu Chen Yu Wang Xifeng Yan AI4TS 79 1,410 0 29 Jun 2019
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 221 2,229 0 08 Mar 2018
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 260 3,122 0 19 May 2017
A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction Yao Qin Dongjin Song Haifeng Chen Wei Cheng Guofei Jiang G. Cottrell AI4TS 160 1,231 0 07 Apr 2017