Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs

8 June 2017

Papers citing "Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs"

50 / 322 papers shown

Title
SOS: Score-based Oversampling for Tabular Data Jayoung Kim Chae-Eun Lee Yehjin Shin Sewon Park Minjung Kim Noseong Park Jihoon Cho DiffM 24 34 0 17 Jun 2022
Autoencoding Conditional GAN for Portfolio Allocation Diversification Junwen Lu Sanghyun Yi 17 7 0 17 Jun 2022
On the Privacy Properties of GAN-generated Samples Zinan Lin Vyas Sekar Giulia Fanti PICV 24 26 0 03 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
Over-the-Air Design of GAN Training for mmWave MIMO Channel Estimation Akash S. Doshi Manan Gupta J. Andrews 24 22 0 25 May 2022
Time-series Transformer Generative Adversarial Networks Padmanaba Srinivasan William J. Knottenbelt AI4TS 28 13 0 23 May 2022
Financial Time Series Data Augmentation with Generative Adversarial Networks and Extended Intertemporal Return Plots Justin Hellermann Qinzhuan Qian Ankit Shah AI4TS 29 1 0 18 May 2022
Evolving SimGANs to Improve Abnormal Electrocardiogram Classification G. Wang Anish Thite R. Talebi Anthony DÁchille A. Mussa Jason Zutty 13 3 0 12 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 46 109 0 06 May 2022
Multichannel Synthetic Preictal EEG Signals to Enhance the Prediction of Epileptic Seizures Yankun Xu Jie Yang Mohamad Sawan 24 26 0 29 Apr 2022
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings M. Alzantot L. Garcia Mani B. Srivastava 27 1 0 25 Apr 2022
Multi-scale Anomaly Detection for Big Time Series of Industrial Sensors Quan-Xin Ding Shenghua Liu Bin Zhou Huawei Shen Xueqi Cheng AI4TS AI4CE 21 1 0 18 Apr 2022
Enabling Synthetic Data adoption in regulated domains Giorgio Visani Giacomo Graffi Mattia Alfero Enrico Bagli D. Capuzzo F. Chesani 25 7 0 13 Apr 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
Synthesis and Execution of Communicative Robotic Movements with Generative Adversarial Networks Luca Garello Linda Lastrico A. Sciutti Nicoletta Noceti Fulvio Mastrogiovanni F. Rea GAN 14 1 0 29 Mar 2022
Using Probabilistic Machine Learning to Better Model Temporal Patterns in Parameterizations: a case study with the Lorenz 96 model R. Parthipan H. Christensen J. S. Hosking Damon J. Wischik AI4CE 12 8 0 28 Mar 2022
Driving Anomaly Detection Using Conditional Generative Adversarial Network Yuning Qiu Teruhisa Misu Carlos Busso 27 4 0 15 Mar 2022
A review of Generative Adversarial Networks for Electronic Health Records: applications, evaluation measures and data sources Ghadeer O. Ghosheh Jin Li T. Zhu 35 32 0 14 Mar 2022
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms N. Kuo Mark Polizzotto S. Finfer Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Louisa R Jorm S. Barbieri OOD 38 29 0 12 Mar 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
Invertible Tabular GANs: Killing Two Birds with OneStone for Tabular Data Synthesis Jaehoon Lee Jihyeon Hyeong Jinsung Jeon Noseong Park Jihoon Cho 6 26 0 08 Feb 2022
TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network Xiaomin Li V. Metsis Huan Wang Anne H. H. Ngu 21 96 0 06 Feb 2022
FinGAN: Generative Adversarial Network for Analytical Customer Relationship Management in Banking and Insurance Prateek Kate V. Ravi Akhilesh Gangwar AI4TS 19 3 0 27 Jan 2022
Arrhythmia Classification using CGAN-augmented ECG Signals Edmond Adib Fatemeh Afghah John J. Prevost 44 11 0 26 Jan 2022
Multiscale Generative Models: Improving Performance of a Generative Model Using Feedback from Other Dependent Generative Models Changyu Chen Avinandan Bose Shih-Fen Cheng Arunesh Sinha SyDa AI4CE 24 0 0 24 Jan 2022
Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations Simon Bing Andrea Dittadi Stefan Bauer Patrick Schwab SyDa 25 17 0 20 Jan 2022
Fractional SDE-Net: Generation of Time Series Data with Long-term Memory Kohei Hayashi Kei Nakagawa AI4TS 29 8 0 16 Jan 2022
Time Series Generation with Masked Autoencoder Meng-yue Zha SiuTim Wong Mengqi Liu Tong Zhang Kani Chen SyDa AI4TS 27 17 0 14 Jan 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
Differentially Private Generative Adversarial Networks with Model Inversion Dongjie Chen S. Cheung Chen-Nee Chuah Sally Ozonoff SyDa 21 13 0 10 Jan 2022
Role of Data Augmentation Strategies in Knowledge Distillation for Wearable Sensor Data Eunyeong Jeon Anirudh Som Ankita Shukla Kristina Hasanaj M. Buman Pavan Turaga 40 10 0 01 Jan 2022
Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications Jin Li B. Cairns Jingsong Li T. Zhu SyDa 41 69 0 22 Dec 2021
Leveraging Image-based Generative Adversarial Networks for Time Series Generation Justin Hellermann Stefan Lessmann GAN AI4TS 26 4 0 15 Dec 2021
Deep Generative Models for Vehicle Speed Trajectories F. Behnia D. Karbowski Vadim Sokolov 38 1 0 14 Dec 2021
Synthetic ECG Signal Generation Using Generative Neural Networks Edmond Adib Fatemeh Afghah John J. Prevost 31 20 0 05 Dec 2021
Towards Generating Real-World Time Series Data Hengzhi Pei Kan Ren Yuqing Yang Chang-Shu Liu Tao Qin Dongsheng Li AI4TS 28 33 0 16 Nov 2021
TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation Abhyuday Desai Cynthia Freeman Zuhui Wang Ian Beaver SyDa AI4TS 15 106 0 15 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 129 123 0 04 Nov 2021
Spiking Generative Adversarial Networks With a Neural Network Discriminator: Local Training, Bayesian Models, and Continual Meta-Learning Bleema Rosenfeld Osvaldo Simeone Bipin Rajendran GAN 30 16 0 02 Nov 2021
Conditional Generation of Periodic Signals with Fourier-Based Decoder Jiyoung Lee Heng-Chiao Huang Daehoon Gwak Edward Choi 16 5 0 24 Oct 2021
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance Grace Deng Cuize Han T. Dreossi Clarence Lee David S. Matteson AI4TS 31 8 0 14 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 38 43 0 12 Oct 2021
Guided-GAN: Adversarial Representation Learning for Activity Recognition with Wearables Alireza Abedin Hamid Rezatofighi Damith C. Ranasinghe GAN 19 5 0 12 Oct 2021
A review of Generative Adversarial Networks (GANs) and its applications in a wide variety of disciplines -- From Medical to Remote Sensing Ankan Dash J. Ye Guiling Wang MedIm AI4CE 28 89 0 01 Oct 2021
Mitigating Statistical Bias within Differentially Private Synthetic Data Sahra Ghalebikesabi H. Wilde Jack Jewson Arnaud Doucet Sandra Jeanne Vollmer Chris Holmes SyDa 8 7 0 24 Aug 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
Categorical EHR Imputation with Generative Adversarial Nets Yinchong Yang Zhiliang Wu Volker Tresp Peter A. Fasching GAN 16 8 0 03 Aug 2021
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series Paul Jeha Michael Bohlke-Schneider Pedro Mercado Shubham Kapoor Rajbir-Singh Nirwan Valentin Flunkert Jan Gasthaus Tim Januschowski AI4TS 33 45 0 02 Aug 2021
Learning who is in the market from time series: market participant discovery through adversarial calibration of multi-agent simulators Victor Storchan Svitlana Vyetrenko T. Balch 14 11 0 02 Aug 2021
Generative adversarial networks in time series: A survey and taxonomy Eoin Brophy Zhengwei Wang Qi She Tomas E. Ward EGVM AI4TS 17 57 0 23 Jul 2021