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
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series Alexander Nikitin Letizia Iannucci Samuel Kaski TTA SyDa AI4TS 39 11 0 19 May 2023
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis results Lisa Kühnel Julian Schneider Ines Perrar Tim Adams F. Prasser U. Nöthlings Holger Fröhlich Juliane Fluck 35 5 0 12 May 2023
Diffusion Models for Time Series Applications: A Survey Lequan Lin Zhengkun Li Ruikun Li Xuliang Li Junbin Gao MedIm DiffM 34 65 0 01 May 2023
CoDi: Co-evolving Contrastive Diffusion Models for Mixed-type Tabular Synthesis C. Lee Jayoung Kim Noseong Park DiffM 22 54 0 25 Apr 2023
Controlled physics-informed data generation for deep learning-based remaining useful life prediction under unseen operation conditions Jiawei Xiong Olga Fink Jian Zhou Yizhong Ma AI4CE 17 37 0 23 Apr 2023
Image retrieval outperforms diffusion models on data augmentation Max F. Burg F. Wenzel Dominik Zietlow Max Horn Osama Makansi Francesco Locatello Chris Russell VLM DiffM 45 16 0 20 Apr 2023
Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis Changshuo Liu Wenqiao Zhang Beng Chin Ooi J. Yip Lingze Zeng Kaiping Zheng 14 1 0 10 Apr 2023
Embarrassingly Simple MixUp for Time-series Karan Aggarwal Jaideep Srivastava AI4TS 11 2 0 09 Apr 2023
30 Years of Synthetic Data Joerg Drechsler Anna Haensch 30 15 0 04 Apr 2023
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
Vector Quantized Time Series Generation with a Bidirectional Prior Model Daesoo Lee Sara Malacarne Erlend Aune BDL 40 25 0 08 Mar 2023
Synthetic ECG Signal Generation using Probabilistic Diffusion Models Edmond Adib Amanda Fernandez Fatemeh Afghah John J. Prevost DiffM 40 38 0 04 Mar 2023
Summary Statistic Privacy in Data Sharing Zinan Lin Shuaiqi Wang Vyas Sekar Giulia Fanti 43 7 0 03 Mar 2023
GlucoSynth: Generating Differentially-Private Synthetic Glucose Traces Josephine Lamp M. Derdzinski Christopher Hannemann Joost van der Linden Lu Feng Tianhao Wang David Evans AI4TS 21 3 0 02 Mar 2023
Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative Network Jingyi Gu Fadi P. Deek Guiling Wang GAN AIFin AI4TS 23 5 0 27 Feb 2023
SurvivalGAN: Generating Time-to-Event Data for Survival Analysis Alexander Norcliffe B. Cebere F. Imrie Pietro Lio M. Schaar SyDa 44 14 0 24 Feb 2023
FrAug: Frequency Domain Augmentation for Time Series Forecasting Mu-Hwa Chen Zhijian Xu Ailing Zeng Qiang Xu AI4TS 27 8 0 18 Feb 2023
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using Samples Marco Jiralerspong A. Bose I. Gemp Chongli Qin Yoram Bachrach Gauthier Gidel EGVM 32 5 0 09 Feb 2023
Machine Learning for Synthetic Data Generation: A Review Ying-Cheng Lu Minjie Shen Huazheng Wang Xiao Wang Capucine Van Rechem Tianfan Fu Wenqi Wei SyDa 42 140 0 08 Feb 2023
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 39 33 0 07 Feb 2023
ECGAN: Self-supervised generative adversarial network for electrocardiography Lorenzo Simone D. Bacciu 21 5 0 23 Jan 2023
Statistical Theory of Differentially Private Marginal-based Data Synthesis Algorithms Ximing Li Chendi Wang Guang Cheng SyDa 15 8 0 21 Jan 2023
Regular Time-series Generation using SGM Haksoo Lim Minjung Kim Sewon Park Noseong Park DiffM TTA AI4TS 33 23 0 20 Jan 2023
Accurate Detection of Paroxysmal Atrial Fibrillation with Certified-GAN and Neural Architecture Search Mehdi Asadi Fatemeh Poursalim Mohammad Loni Masoud Daneshtalab Mikael Sjödin Arash Gharehbaghi 35 7 0 17 Jan 2023
Causal Recurrent Variational Autoencoder for Medical Time Series Generation Hongming Li Shujian Yu José C. Príncipe CML BDL MedIm 28 47 0 16 Jan 2023
Conditional Generative Adversarial Network for keystroke presentation attack Idoia Eizaguirre-Peral Lander Segurola-Gil Francesco Zola AAML GAN 21 1 0 16 Dec 2022
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
A privacy-preserving data storage and service framework based on deep learning and blockchain for construction workers' wearable IoT sensors Xiaoshan Zhou P-C. Liao 11 2 0 19 Nov 2022
Modeling the Graphotactics of Low-Resource Languages Using Sequential GANs Isaac Wasserman GAN 30 1 0 26 Oct 2022
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data Nabeel Seedat Jonathan Crabbé Ioana Bica M. Schaar 19 24 0 24 Oct 2022
Time Series Synthesis via Multi-scale Patch-based Generation of Wavelet Scalogram A. Kazemi Hadi Meidani AI4TS 19 0 0 21 Oct 2022
Reducing Training Sample Memorization in GANs by Training with Memorization Rejection Andrew Bai Cho-Jui Hsieh Wendy Kan Hsuan-Tien Lin GAN 34 5 0 21 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
STaSy: Score-based Tabular data Synthesis Jayoung Kim C. Lee Noseong Park DiffM 62 59 0 08 Oct 2022
GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks Jinsung Jeon Jeonghak Kim Haryong Song Seunghyeon Cho Noseong Park AI4TS 85 42 0 05 Oct 2022
DVGAN: Stabilize Wasserstein GAN training for time-domain Gravitational Wave physics Tom Dooney Stefano Bromuri L. Curier 19 3 0 26 Sep 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 26 5 0 22 Sep 2022
Anomaly Detection on Financial Time Series by Principal Component Analysis and Neural Networks Stéphane Crépey Lpsm Lehdili Noureddine Nisrine Madhar Lpsm Maud Thomas Lpsm AI4TS 26 11 0 22 Sep 2022
Non-Imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey Xiaodan Xing Huanjun Wu Lichao Wang Iain Stenson M. Yong Javier Del Ser Simon Walsh Guang Yang 32 7 0 17 Sep 2022
Rule-adhering synthetic data -- the lingua franca of learning Michaela D. Platzer Ivona Krchova 40 2 0 12 Sep 2022
Morphology-preserving Autoregressive 3D Generative Modelling of the Brain Petru-Daniel Tudosiu W. H. Pinaya M. Graham Pedro Borges Virginia Fernandez ... Disha Mehra M. Vella P. Nachev Sebastien Ourselin M. Jorge Cardoso 3DH DiffM MedIm 19 20 0 07 Sep 2022
On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation G. Tsialiamanis D. Wagg N. Dervilis K. Worden 14 0 0 18 Aug 2022
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models Chao Yan Yao Yan Zhiyu Wan Ziqi Zhang L. Omberg J. Guinney S. Mooney B. Malin SyDa 34 65 0 02 Aug 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 33 28 0 19 Jul 2022
A Hybrid Approach on Conditional GAN for Portfolio Analysis Jun Lu D. Ding AI4TS 37 0 0 13 Jul 2022
Don't overfit the history -- Recursive time series data augmentation A. Aboussalah M. Kwon Raj G. Patel Cheng Chi Chi-Guhn Lee AI4TS 14 4 0 06 Jul 2022
Data-Driven Modeling of Noise Time Series with Convolutional Generative Adversarial Networks A. Wunderlich Jack G. Sklar AI4TS 45 4 0 03 Jul 2022
Simulating financial time series using attention Weilong Fu Ali Hirsa Jörg Osterrieder AI4TS AIFin GAN 19 4 0 01 Jul 2022
TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation Xiaomin Li Anne H. H. Ngu V. Metsis MedIm 32 32 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 22 156 0 25 Jun 2022