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Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey

16 October 2023

Papers citing "Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey"

38 / 38 papers shown

Title
A Joint Learning Framework with Feature Reconstruction and Prediction for Incomplete Satellite Image Time Series in Agricultural Semantic Segmentation Yuze Wang Mariana Belgiu Haiyang Wu Dandan Zhong Yangyang Cao Chao Tao 55 0 0 25 May 2025
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 59 5 0 13 Oct 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 58 5 0 22 Sep 2022
TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation Xiaomin Li Anne H. H. Ngu V. Metsis MedIm 82 33 0 28 Jun 2022
Data Augmentation techniques in time series domain: A survey and taxonomy Guillermo Iglesias Edgar Talavera Ángel González-Prieto Alberto Mozo S. Gómez-Canaval AI4TS 95 165 0 25 Jun 2022
Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks Germán García-Jara P. Protopapas P. Estévez 68 17 0 13 May 2022
Mixing Signals: Data Augmentation Approach for Deep Learning Based Modulation Recognition Xin-Shun Xu Zhuangzhi Chen Dongwei Xu Huaji Zhou Shanqing Yu Shilian Zheng Qi Xuan Xiaoniu Yang 68 13 0 05 Apr 2022
Time Series Generation with Masked Autoencoder Meng-yue Zha SiuTim Wong Mengqi Liu Tong Zhang Kani Chen SyDa AI4TS 52 17 0 14 Jan 2022
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance Grace Deng Cuize Han T. Dreossi Clarence Lee David S. Matteson AI4TS 59 9 0 14 Oct 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 121 84 0 13 Jun 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 108 828 0 07 May 2021
A Spectral Enabled GAN for Time Series Data Generation Kaleb E. Smith Anthony O. Smith GAN 38 12 0 02 Mar 2021
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 72 7 0 01 Mar 2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation Elizabeth Fons Paula Dawson Xiao-Jun Zeng J. Keane Alexandros Iosifidis AI4TS 57 23 0 16 Feb 2021
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 59 504 0 31 Jul 2020
Conditional GAN for timeseries generation Kaleb E. Smith Anthony O. Smith AI4TS 52 82 0 30 Jun 2020
Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Brian Kenji Iwana S. Uchida AI4TS 77 90 0 19 Apr 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 99 645 0 27 Feb 2020
The Effect of Data Augmentation on Classification of Atrial Fibrillation in Short Single-Lead ECG Signals Using Deep Neural Networks F. Hatamian Nishant Ravikumar Sulaiman Vesal Felix P. Kemeth M. Struck Andreas Maier 43 32 0 07 Feb 2020
Data augmentation approaches for improving animal audio classification L. Nanni Gianluca Maguolo M. Paci 63 143 0 16 Dec 2019
Data Augmentation for Deep Learning-based Radio Modulation Classification Liang Huang Weijian Pan You Zhang L. Qian Nan Gao Yuan Wu 55 136 0 06 Dec 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition Daniel S. Park William Chan Yu Zhang Chung-Cheng Chiu Barret Zoph E. D. Cubuk Quoc V. Le VLM 190 3,471 0 18 Apr 2019
GRATIS: GeneRAting TIme Series with diverse and controllable characteristics Yanfei Kang Rob J. Hyndman Feng Li AI4TS 65 106 0 07 Mar 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 64 170 0 27 Feb 2019
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series Qingsong Wen Jing Gao Xiaomin Song Liang Sun Huan Xu Shenghuo Zhu AI4TS 62 213 0 05 Dec 2018
T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Giorgia Ramponi P. Protopapas Marco Brambilla Ryan Janssen AI4TS TTA 64 99 0 20 Nov 2018
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 66 834 0 17 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 350 2,713 0 12 Sep 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 79 832 0 14 Jan 2018
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 67 1,109 0 08 Sep 2017
Unsupervised Domain Adaptation for Robust Speech Recognition via Variational Autoencoder-Based Data Augmentation Wei-Ning Hsu Yu Zhang James R. Glass 68 129 0 19 Jul 2017
Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks T. T. Um Franz MJ Pfister Daniel C. Pichler Satoshi Endo Muriel Lang Sandra Hirche U. Fietzek Dana Kulić 98 684 0 02 Jun 2017
Dataset Augmentation in Feature Space Terrance Devries Graham W. Taylor 82 427 0 17 Feb 2017
Deep Learning for Time-Series Analysis J. Gamboa AI4TS 70 443 0 07 Jan 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
DRAW: A Recurrent Neural Network For Image Generation Karol Gregor Ivo Danihelka Alex Graves Danilo Jimenez Rezende Daan Wierstra GAN DRL 184 1,962 0 16 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 469 43,357 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014