Generative adversarial networks in time series: A survey and taxonomy

23 July 2021

Papers citing "Generative adversarial networks in time series: A survey and taxonomy"

23 / 23 papers shown

Title
MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications Ning Xin Jionglong Su Md Maruf Hasan AI4TS 26 0 0 18 Apr 2025
Collaborative Deterministic-Probabilistic Forecasting for Real-World Spatiotemporal Systems Zhi Sheng Yuan Yuan Yudi Zhang Depeng Jin Yong Li DiffM AI4CE 46 0 0 16 Feb 2025
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 40 2 0 04 Jun 2024
Representation Learning of Multivariate Time Series using Attention and Adversarial Training Leon Scharwächter Sebastian Otte OOD AI4TS 20 0 0 03 Jan 2024
TCGAN: Convolutional Generative Adversarial Network for Time Series Classification and Clustering F. Huang Yangdong Deng GAN AI4TS 25 1 0 09 Sep 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 30 17 0 03 Aug 2023
Vector Quantized Time Series Generation with a Bidirectional Prior Model Daesoo Lee Sara Malacarne Erlend Aune BDL 37 25 0 08 Mar 2023
GlucoSynth: Generating Differentially-Private Synthetic Glucose Traces Josephine Lamp M. Derdzinski Christopher Hannemann Joost van der Linden Lu Feng Tianhao Wang David E. Evans AI4TS 13 3 0 02 Mar 2023
Distribution estimation and change-point estimation for time series via DNN-based GANs Jianya Lu Ying Mo Zhijie Xiao Lihu Xu Qiuran Yao AI4TS 36 0 0 26 Nov 2022
How to train your draGAN: A task oriented solution to imbalanced classification Leon O. Guertler Andri Ashfahani A. Luu DiffM SyDa 30 1 0 18 Nov 2022
Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data Raffaele Marchesi Nicolo Micheletti Giuseppe Jurman V. Osmani AI4TS 37 5 0 25 Oct 2022
DVGAN: Stabilize Wasserstein GAN training for time-domain Gravitational Wave physics Tom Dooney Stefano Bromuri L. Curier 14 3 0 26 Sep 2022
TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation Xiaomin Li Anne H. H. Ngu V. Metsis MedIm 32 31 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 14 156 0 25 Jun 2022
Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN) Ali Seyfi Jean-Francois Rajotte Raymond T. Ng AI4TS 16 27 0 27 May 2022
ALGAN: Anomaly Detection by Generating Pseudo Anomalous Data via Latent Variables Hironori Murase Kenji Fukumizu 19 10 0 21 Feb 2022
TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network Xiaomin Li V. Metsis Huan Wang Anne H. H. Ngu 16 96 0 06 Feb 2022
Fighting Money Laundering with Statistics and Machine Learning R. Jensen Alexandros Iosifidis 33 13 0 11 Jan 2022
Spiking Generative Adversarial Networks With a Neural Network Discriminator: Local Training, Bayesian Models, and Continual Meta-Learning Bleema Rosenfeld Osvaldo Simeone Bipin Rajendran GAN 24 16 0 02 Nov 2021
SUPR-GAN: SUrgical PRediction GAN for Event Anticipation in Laparoscopic and Robotic Surgery Yutong Ban Guy Rosman J. Eckhoff Thomas M. Ward Daniel A. Hashimoto Taisei Kondo Hidekazu Iwaki O. Meireles Daniela Rus 22 13 0 10 May 2021
Time Series (re)sampling using Generative Adversarial Networks Christian Moller Dahl Emil N. Sørensen TTA AI4TS 21 6 0 30 Jan 2021
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 156 569 0 19 Mar 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 77 512 0 29 Nov 2016