Conditional GAN for timeseries generation

30 June 2020

Papers citing "Conditional GAN for timeseries generation"

27 / 27 papers shown

Title
Simulating realistic short tandem repeat capillary electrophoretic signal using a generative adversarial network Duncan Taylor Melissa Humphries GAN 35 0 0 28 Aug 2024
GANs Conditioning Methods: A Survey Anis Bourou Valérie Mezger Auguste Genovesio EGVM AI4CE 43 0 0 28 Aug 2024
On the Use of Relative Validity Indices for Comparing Clustering Approaches Luke W. Yerbury R. Campello G. C. Livingston Mark Goldsworthy Lachlan OÑeil 33 1 0 16 Apr 2024
Towards Controllable Time Series Generation Yifan Bao Yihao Ang Qiang Huang Anthony K. H. Tung Zhiyong Huang DiffM 46 4 0 06 Mar 2024
Time-Transformer: Integrating Local and Global Features for Better Time Series Generation Yuansan Liu S. Wijewickrema Ang Li C. Bester Stephen O'Leary James Bailey ViT AI4TS 29 7 0 18 Dec 2023
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 23 8 0 16 Oct 2023
NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging Nirhoshan Sivaroopan Dumindu Bandara Chamara Madarasingha Guilluame Jourjon A. Jayasumana Kanchana Thilakarathna DiffM 27 17 0 23 Sep 2023
Masked Generative Modeling with Enhanced Sampling Scheme Daesoo Lee Erlend Aune Sara Malacarne DiffM 13 3 0 14 Sep 2023
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 34 16 0 07 Sep 2023
Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art Tanujit Chakraborty Ujjwal Reddy K S Shraddha M. Naik Madhurima Panja B. Manvitha 27 61 0 30 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 32 17 0 03 Aug 2023
Vector Quantized Time Series Generation with a Bidirectional Prior Model Daesoo Lee Sara Malacarne Erlend Aune BDL 40 25 0 08 Mar 2023
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing Salah A. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 27 49 0 14 Nov 2022
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis Nour Neifar A. Ben-Hamadou Afef Mdhaffar M. Jmaiel Bernd Freisleben GAN 21 11 0 22 Oct 2022
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain Alireza Koochali Maria Walch Sankrutyayan Thota P. Schichtel Andreas Dengel Sheraz Ahmed EGVM 22 3 0 14 Oct 2022
Transformer-based conditional generative adversarial network for multivariate time series generation Abdellah Madane M. Dilmi Florent Forest Hanane Azzag M. Lebbah J. Lacaille 22 10 0 05 Oct 2022
The Interplay of AI and Digital Twin: Bridging the Gap between Data-Driven and Model-Driven Approaches Lina Bariah Merouane Debbah 20 20 0 26 Sep 2022
Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring Approach Taha Belkhouja Yan Yan J. Doppa OODD AI4TS 24 3 0 09 Jul 2022
Data-Driven Modeling of Noise Time Series with Convolutional Generative Adversarial Networks A. Wunderlich Jack G. Sklar AI4TS 42 4 0 03 Jul 2022
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings M. Alzantot L. Garcia Mani B. Srivastava 27 1 0 25 Apr 2022
Simulating Network Paths with Recurrent Buffering Units Divyam Anshumaan S. Balasubramanian Shubham Tiwari Nagarajan Natarajan Sundararajan Sellamanickam V. Padmanabhan 32 0 0 23 Feb 2022
Wasserstein GAN: Deep Generation applied on Bitcoins financial time series Moritz Pfenninger Samuel Rikli Daniel Nico Bigler Osterrieder Joerg GAN AI4TS 16 5 0 13 Jul 2021
Time Series (re)sampling using Generative Adversarial Networks Christian Moller Dahl Emil N. Sørensen TTA AI4TS 21 6 0 30 Jan 2021
Statistical analysis of Wasserstein GANs with applications to time series forecasting Moritz Haas S. Richter AI4TS 13 8 0 05 Nov 2020
Demand Forecasting of Individual Probability Density Functions with Machine Learning Felix Wick U. Kerzel Martin Hahn Moritz Wolf Trapti Singhal Daniel Stemmer Jakob Ernst M. Feindt OOD AI4TS 16 4 0 15 Sep 2020
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 77 512 0 29 Nov 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 251 2,550 0 25 Jan 2016