Towards Diverse and Coherent Augmentation for Time-Series Forecasting

24 March 2023

Papers citing "Towards Diverse and Coherent Augmentation for Time-Series Forecasting"

4 / 4 papers shown

Title
Wave-Mask/Mix: Exploring Wavelet-Based Augmentations for Time Series Forecasting Dona Arabi Jafar Bakhshaliyev Ayse Coskuner Kiran Madhusudhanan Kami Serdar Uckardes AI4TS 21 2 0 20 Aug 2024
Dominant Shuffle: A Simple Yet Powerful Data Augmentation for Time-series Prediction Kai Zhao Zuojie He A. Hung Dan Zeng AI4TS 31 1 0 26 May 2024
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning B. U. Demirel Christian Holz AI4TS 6 17 0 23 Sep 2023
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 164 3,799 0 14 Dec 2020