An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks

31 July 2020

Papers citing "An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks"

34 / 34 papers shown

Title
Lightweight Defense Against Adversarial Attacks in Time Series Classification Yi Han AAML 45 0 0 04 May 2025
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 97 0 0 15 Dec 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 53 1 0 09 Oct 2024
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 50 2 0 04 Jun 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 109 23 0 15 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 48 3 0 01 May 2024
Time Series Representation Learning with Supervised Contrastive Temporal Transformer Yuansan Liu S. Wijewickrema C. Bester Stephen O'Leary James Bailey AI4TS 33 1 0 16 Mar 2024
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 24 2 0 10 Dec 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
MS-TCRNet: Multi-Stage Temporal Convolutional Recurrent Networks for Action Segmentation Using Sensor-Augmented Kinematics Adam Goldbraikh Omer Shubi Or Rubin Carla M. Pugh S. Laufer MedIm 31 1 0 14 Mar 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 37 13 0 13 Feb 2023
An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 24 1 0 14 Oct 2022
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 27 5 0 13 Oct 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 26 5 0 22 Sep 2022
Random Text Perturbations Work, but not Always Zhengxiang Wang DeLMO 12 1 0 02 Sep 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 43 21 0 23 Jun 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 44 1 0 22 May 2022
Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks Germán García-Jara P. Protopapas P. Estévez 18 16 0 13 May 2022
Data Augmentation for Manipulation Peter Mitrano Dmitry Berenson 24 20 0 05 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
Enabling hand gesture customization on wrist-worn devices Xuhai Xu Jun Gong Carolina Brum Lilian Liang Bongsoo Suh ... Heri Nieto Scott E. Hudson Charlie Maalouf S. Mousavi Gierad Laput 33 66 0 29 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 29 13 0 11 Mar 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 28 119 0 08 Feb 2022
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks J. Pérez Patricia Arroba Jose M. Moya 27 14 0 12 Jan 2022
Generative Adversarial Networks for Labeled Acceleration Data Augmentation for Structural Damage Detection Furkan Luleci F. Catbas Onur Avcı 27 44 0 07 Dec 2021
Dynamic Data Augmentation with Gating Networks for Time Series Recognition Daisuke Oba Shinnosuke Matsuo Brian Kenji Iwana AI4TS 26 1 0 05 Nov 2021
Analysis of the first Genetic Engineering Attribution Challenge O. Crook K. L. Warmbrod G. Lipstein Christine Chung Christopher W. Bakerlee ... Shelly R. Holland Jacob Swett K. Esvelt E. C. Alley W. Bradshaw 21 9 0 14 Oct 2021
Predictive Maintenance for General Aviation Using Convolutional Transformers Hong Yang Aidan P. LaBella Travis J. Desell AI4TS 31 5 0 07 Oct 2021
Deep Learning-Based Detection of the Acute Respiratory Distress Syndrome: What Are the Models Learning? Gregory B. Rehm Chao Wang I. Cortés-Puch Chen-Nee Chuah Jason Y. Adams 30 1 0 25 Sep 2021
How to avoid machine learning pitfalls: a guide for academic researchers M. Lones VLM FaML OnRL 62 76 0 05 Aug 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 44 801 0 07 May 2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation Elizabeth Fons Paula Dawson Xiao-Jun Zeng J. Keane Alexandros Iosifidis AI4TS 23 23 0 16 Feb 2021
Data science and AI in FinTech: An overview LongBing Cao Qiang Yang Philip S. Yu AIFin 29 88 0 10 Jul 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