Data augmentation using synthetic data for time series classification with deep residual networks

7 August 2018

Germain Forestier

Papers citing "Data augmentation using synthetic data for time series classification with deep residual networks"

49 / 49 papers shown

Title
Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates Nina Moutonnet Gregory Scott Danilo Mandic AI4TS 21 0 0 02 Apr 2025
On the Feasibility of Vision-Language Models for Time-Series Classification Vinay Prithyani Mohsin Mohammed Richa Gadgil Ricardo Buitrago Vinija Jain Aman Chadha VLM 45 2 0 23 Dec 2024
Real Risks of Fake Data: Synthetic Data, Diversity-Washing and Consent Circumvention Cedric Deslandes Whitney Justin Norman 34 16 0 03 May 2024
Fractal interpolation in the context of prediction accuracy optimization Alexandra Baicoianu Cristina Gabriela Gavrila C. Păcurar V. Păcurar 19 1 0 01 Mar 2024
Advancing Location-Invariant and Device-Agnostic Motion Activity Recognition on Wearable Devices Rebecca Adaimi Abdelkareem Bedri Jun Gong Richard Kang Joanna Arreaza-Taylor Gerri-Michelle Pascual Michael Ralph Gierad Laput HAI 13 1 0 06 Feb 2024
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities Mahdi Erfanian H. V. Jagadish Abolfazl Asudeh 41 3 0 02 Feb 2024
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 34 5 0 24 Nov 2023
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging Ali Ismail-Fawaz Hassan Ismail Fawaz Franccois Petitjean Maxime Devanne Jonathan Weber Stefano Berretti Geoffrey I. Webb Germain Forestier AI4TS 6 6 0 28 Sep 2023
Towards Diverse and Coherent Augmentation for Time-Series Forecasting Xiyuan Zhang Ranak Roy Chowdhury Jingbo Shang Rajesh K. Gupta Dezhi Hong AI4TS 32 4 0 24 Mar 2023
Creating Disasters: Recession Forecasting with GAN-Generated Synthetic Time Series Data Sam Dannels AI4TS 26 2 0 21 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 33 93 0 06 Feb 2023
Towards a Taxonomy for the Use of Synthetic Data in Advanced Analytics Peter Kowalczyk Giacomo Welsch Frédéric Thiesse 38 2 0 05 Dec 2022
Efficient Classification with Counterfactual Reasoning and Active Learning A. Mohammed D. Nguyen Bao Duong T. Nguyen CML 30 0 0 25 Jul 2022
Don't overfit the history -- Recursive time series data augmentation A. Aboussalah M. Kwon Raj G. Patel Cheng Chi Chi-Guhn Lee AI4TS 22 4 0 06 Jul 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 22 157 0 25 Jun 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 51 109 0 06 May 2022
End-to-End Signal Classification in Signed Cumulative Distribution Transform Space A. Rubaiyat Shiying Li Xuwang Yin M. Shifat-E.-Rabbi Zhuang Yan Gustavo K. Rohde 22 13 0 30 Apr 2022
Continual Learning for Multivariate Time Series Tasks with Variable Input Dimensions Vibhor Gupta Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff AI4TS 32 20 0 14 Mar 2022
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 23 296 0 31 Oct 2021
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 31 8 0 14 Oct 2021
DTWSSE: Data Augmentation with a Siamese Encoder for Time Series Xinyu Yang Xinlan Zhang Zhenguo Zhang Yahui Zhao Rong-yi Cui AI4TS 23 2 0 23 Aug 2021
Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification Zheng Tang Ziyue Qiao Xuehai Hong Yang Wang Fayaz Ali Dharejo Yuanchun Zhou Yi Du GNN 21 14 0 16 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 24 46 0 09 Jun 2021
Short-Term Stock Price-Trend Prediction Using Meta-Learning Shin-Hung Chang Cheng-Wen Hsu Hsing-Ying Li Wei-Sheng Zeng Jan-Ming Ho AIFin 43 3 0 28 May 2021
Machine Learning Applications to Kronian Magnetospheric Reconnection Classification T. Garton C. Jackman Andrew W. Smith K. Yeakel S. Maloney J. Vandegriff 14 6 0 01 Apr 2021
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 32 7 0 01 Mar 2021
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
Improving the Accuracy of Global Forecasting Models using Time Series Data Augmentation Kasun Bandara Hansika Hewamalage Yuan-Hao Liu Yanfei Kang Christoph Bergmeir AI4TS 24 115 0 06 Aug 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 27 492 0 31 Jul 2020
Label-Only Membership Inference Attacks Christopher A. Choquette-Choo Florian Tramèr Nicholas Carlini Nicolas Papernot MIACV MIALM 38 494 0 28 Jul 2020
Pervasive Lying Posture Tracking Parastoo Alinia A. Samadani Mladen Milošević H. Ghasemzadeh S. Parvaneh 23 15 0 19 Jun 2020
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity Recognition Hyeokhyen Kwon C. Tong H. Haresamudram Yan Gao G. Abowd Nicholas D. Lane Thomas Ploetz 21 83 0 29 May 2020
Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Brian Kenji Iwana S. Uchida AI4TS 21 87 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 32 636 0 27 Feb 2020
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 31 133 0 21 Feb 2020
Mean-Field and Kinetic Descriptions of Neural Differential Equations Michael Herty T. Trimborn G. Visconti 36 6 0 07 Jan 2020
ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness A. Sarkar A. Raj Raghu Sesha Iyengar AAML AI4TS 34 0 0 15 Oct 2019
Adaptive Transfer Learning of Multi-View Time Series Classification Donglin Zhan Shiyu Yi Dongli Xu Xiao Yu Denglin Jiang Siqi Yu Haoting Zhang Wenfang Shangguan Weihua Zhang AI4TS 21 2 0 14 Oct 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff T. Vishnu 76 59 0 13 Sep 2019
Style Transfer with Time Series: Generating Synthetic Financial Data B. Silva S. S. Shi OOD AI4TS 11 11 0 24 May 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff AI4TS 30 69 0 29 Apr 2019
Adversarial Attacks on Deep Neural Networks for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AAML 24 133 0 17 Mar 2019
Deep Neural Network Ensembles for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS UQCV 34 70 0 15 Mar 2019
Synergy Effect between Convolutional Neural Networks and the Multiplicity of SMILES for Improvement of Molecular Prediction Talia B. Kimber Sebastian Engelke Igor V. Tetko Eric Bruno Guillaume Godin 22 36 0 11 Dec 2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 24 431 0 26 Nov 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 21 96 0 20 Nov 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 20 264 0 05 Nov 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 136 2,650 0 12 Sep 2018
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 141 611 0 05 Mar 2017