Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher

19 April 2020

Papers citing "Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher"

14 / 14 papers shown

Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 21 0 0 03 May 2025
ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data Zhenyu Lei Yushun Dong Jundong Li Chen Chen AI4TS 75 0 0 14 Dec 2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study Romain Ilbert Thai V. Hoang Zonghua Zhang 30 0 0 10 Jun 2024
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 15 8 0 16 Oct 2023
Hybrid data driven/thermal simulation model for comfort assessment Romain Barbedienne Sara Yasmine Ouerk Mouadh Yagoubi Hassan Bouia Aurelie Kaemmerlen Benoît Charrier AI4CE 8 0 0 04 Sep 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 25 93 0 06 Feb 2023
On Mini-Batch Training with Varying Length Time Series Brian Kenji Iwana AI4TS 11 3 0 13 Dec 2022
Assessing unconstrained surgical cuttings in VR using CNNs Ilias Chrysovergis Manos N. Kamarianakis Mike Kentros Dimitris Angelís Antonis I Protopsaltis George Papagiannakis 6 1 0 02 May 2022
Data Augmentation for Electrocardiograms Aniruddh Raghu Divya Shanmugam E. Pomerantsev John Guttag Collin M. Stultz 16 18 0 09 Apr 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 25 119 0 08 Feb 2022
Fighting Money Laundering with Statistics and Machine Learning R. Jensen Alexandros Iosifidis 28 13 0 11 Jan 2022
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 21 7 0 01 Mar 2021
Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning Haoyi Fan Fengbin Zhang Yue Gao AI4TS 12 14 0 27 Nov 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 6 485 0 31 Jul 2020