Time Series Data Augmentation for Deep Learning: A Survey

27 February 2020

Liang Sun

Papers citing "Time Series Data Augmentation for Deep Learning: A Survey"

24 / 24 papers shown

Title
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry TPM AI4TS 35 0 0 03 Jan 2025
Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data Eun Som Jeon Hongjun Choi A. Shukla Yuan Wang Hyunglae Lee M. Buman P. Turaga 20 3 0 07 Jul 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 85 18 0 15 May 2024
SoMeR: Multi-View User Representation Learning for Social Media Siyi Guo Keith Burghardt Valeria Pante Kristina Lerman AI4TS 13 0 0 02 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 29 2 0 01 May 2024
CAAP: Class-Dependent Automatic Data Augmentation Based On Adaptive Policies For Time Series Tien-Yu Chang Hao Dai Vincent S. Tseng AI4TS 19 0 0 01 Apr 2024
Probing the Robustness of Time-series Forecasting Models with CounterfacTS Haakon Hanisch Kjaernli Lluis Mas-Ribas Aida Ashrafi Gleb Sizov Helge Langseth Odd Erik Gundersen AI4TS 11 0 0 06 Mar 2024
Gait Data Augmentation using Physics-Based Biomechanical Simulation Mritula Chandrasekaran J. Francik Dimitrios Makris 8 3 0 16 Jul 2023
Towards Diverse and Coherent Augmentation for Time-Series Forecasting Xiyuan Zhang Ranak Roy Chowdhury Jingbo Shang Rajesh K. Gupta Dezhi Hong AI4TS 14 4 0 24 Mar 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 53 21 0 04 Feb 2023
PULL: Reactive Log Anomaly Detection Based On Iterative PU Learning Thorsten Wittkopp Dominik Scheinert Philipp Wiesner Alexander Acker O. Kao AI4TS 10 6 0 25 Jan 2023
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues Jiao Ou Jinchao Zhang Yang Feng Jie Zhou 16 13 0 30 Oct 2022
Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data Raffaele Marchesi Nicolo Micheletti Giuseppe Jurman V. Osmani AI4TS 10 5 0 25 Oct 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 6 5 0 22 Sep 2022
Sleep Posture One-Shot Learning Framework Using Kinematic Data Augmentation: In-Silico and In-Vivo Case Studies Omar Elnaggar Frans Coenen A. Hopkinson L. Mason Paolo Paoletti 18 1 0 22 May 2022
Model-Agnostic Augmentation for Accurate Graph Classification Jaemin Yoo Sooyeon Shim U. Kang GNN 6 29 0 21 Feb 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mañdziuk 107 41 0 28 Jan 2022
A Multi-View Framework for BGP Anomaly Detection via Graph Attention Network Songtao Peng Jiaqi Nie Xincheng Shu Zhongyuan Ruan Lei Wang Yunxuan Sheng Qi Xuan AI4TS 9 19 0 23 Dec 2021
Big Machinery Data Preprocessing Methodology for Data-Driven Models in Prognostics and Health Management Sergio Cofre-Martel E. Droguett M. Modarres AI4CE 4 37 0 08 Oct 2021
Generatively Augmented Neural Network Watchdog for Image Classification Networks Justin Bui Glauco A. Amigo R. Marks 13 0 0 07 Sep 2021
Time Series Forecasting via Learning Convolutionally Low-Rank Models Guangcan Liu AI4TS 9 12 0 23 Apr 2021
Multimodal EEG and Keystroke Dynamics Based Biometric System Using Machine Learning Algorithms Arafat Rahman M. Chowdhury Amith Khandakar S. Kiranyaz Kh Shahriya Zaman M. Reaz M. Islam M. A. Kadir 8 47 0 10 Mar 2021
RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks Jing Gao Xiaomin Song Qingsong Wen Pichao Wang Liang Sun Huan Xu AI4TS 8 128 0 21 Feb 2020
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 25 109 0 31 May 2019