T-CGAN: Conditional Generative Adversarial Network for Data Augmentation
in Noisy Time Series with Irregular Sampling

T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling

20 November 2018

Giorgia Ramponi

Marco Brambilla

Papers citing "T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling"

13 / 13 papers shown

Title
Synthesis of pulses from particle detectors with a Generative Adversarial Network (GAN) A. Regadío Luis Esteban S. Sánchez-Prieto GAN 42 2 0 10 Jan 2024
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
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain Alireza Koochali Maria Walch Sankrutyayan Thota P. Schichtel Andreas Dengel Sheraz Ahmed EGVM 30 3 0 14 Oct 2022
Multi-Label Clinical Time-Series Generation via Conditional GAN C. Lu Chandan K. Reddy Ping Wang Dong Nie Yue Ning SyDa 40 26 0 10 Apr 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
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
ASAT: Adaptively Scaled Adversarial Training in Time Series Zhiyuan Zhang Wei Li Ruihan Bao Keiko Harimoto Yunfang Wu Xu Sun AI4TS 27 5 0 20 Aug 2021
A Spectral Enabled GAN for Time Series Data Generation Kaleb E. Smith Anthony O. Smith GAN 30 12 0 02 Mar 2021
Conditional GAN for timeseries generation Kaleb E. Smith Anthony O. Smith AI4TS 16 77 0 30 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 13 83 0 29 May 2020
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN Alireza Koochali Andreas Dengel Sheraz Ahmed AI4TS 36 31 0 03 May 2020
Exploring Bias in GAN-based Data Augmentation for Small Samples Mengxiao Hu Jinlong Li 11 20 0 21 May 2019
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 77 514 0 29 Nov 2016