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
MSDformer: Multi-scale Discrete Transformer For Time Series Generation Zhicheng Chen Shibo Feng Xi Xiao Zhong Zhang Qing Li Xingyu Gao Peilin Zhao 7 0 0 20 May 2025
Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data Flavio Di Martino Franca Delmastro 7 0 0 20 May 2025
Generative Models for Long Time Series: Approximately Equivariant Recurrent Network Structures for an Adjusted Training Scheme Ruwen Fulek Markus Lange-Hegermann AI4TS 45 0 0 08 May 2025
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models Andrey Sidorenko 41 0 0 05 May 2025
A Time-Series Data Augmentation Model through Diffusion and Transformer Integration Yuren Zhang Zhongnan Pu Lei Jing 32 0 0 01 May 2025
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 43 0 0 29 Apr 2025
Assessing Generative Models for Structured Data Reilly Cannon Nicolette M. Laird Caesar Vazquez Andy Lin Amy Wagler Tony Chiang 43 0 0 26 Mar 2025
Synthetic Data for Robust AI Model Development in Regulated Enterprises Aditi Godbole 33 0 0 16 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Keli Zhang Caiming Xiong Shri Kiran Srinivasan Doyen Sahoo Junnan Li Chenghao Liu AI4TS 47 0 0 14 Mar 2025
Generating Clinically Realistic EHR Data via a Hierarchy- and Semantics-Guided Transformer Guanglin Zhou Sebastiano Barbieri 41 0 0 28 Feb 2025
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints Mihaela C. Stoian Eleonora Giunchiglia 92 2 0 25 Feb 2025
Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning Jakob Struye Filip Lemic Jeroen Famaey 54 4 0 17 Jan 2025
Population Aware Diffusion for Time Series Generation Yang Li Han Meng Zhenyu Bi Ingolv T. Urnes Haipeng Chen AI4TS 49 0 0 03 Jan 2025
AIGT: AI Generative Table Based on Prompt Mingming Zhang Zhiqing Xiao Guoshan Lu Sai Wu Weiqiang Wang Xing Fu Can Yi Junbo Zhao LMTD VLM 45 2 0 24 Dec 2024
Synthetic Time Series Data Generation for Healthcare Applications: A PCG Case Study Ainaz Jamshidi M. Arif Sabir Ali Kalhoro Alexander Gelbukh MedIm 80 1 0 17 Dec 2024
Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs George Kontogiannis Pantelis Tzamalis Sotiris Nikoletseas 66 0 0 09 Dec 2024
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 73 1 0 20 Nov 2024
FlowTS: Time Series Generation via Rectified Flow Yang Hu Xueliang Wang Lirong Wu Huatian Zhang Stan Z. Li Sheng Wang Jen-tse Huang Jiheng Zhang Ziyun Li Tianlong Chen AI4TS 26 0 0 12 Nov 2024
Generating Synthetic Electronic Health Record (EHR) Data: A Review with Benchmarking Xingran Chen Zhenke Wu Xu Shi Hyunghoon Cho Bhramar Mukherjee SyDa 33 1 0 06 Nov 2024
Time-Causal VAE: Robust Financial Time Series Generator Beatrice Acciaio Stephan Eckstein Songyan Hou AI4TS 30 2 0 05 Nov 2024
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 42 0 0 04 Nov 2024
Generating Realistic Tabular Data with Large Language Models Dang Nguyen Sunil Gupta Kien Do Thin Nguyen Svetha Venkatesh LMTD SyDa 46 1 0 29 Oct 2024
SeriesGAN: Time Series Generation via Adversarial and Autoregressive Learning MohammadReza EskandariNasab S. M. Hamdi S. F. Boubrahimi GAN AI4TS 33 0 0 28 Oct 2024
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series Ilan Naiman Nimrod Berman Itai Pemper Idan Arbiv Gal Fadlon Omri Azencot 32 11 0 25 Oct 2024
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching Ange-Clément Akazan Alexia Jolicoeur-Martineau Ioannis Mitliagkas 36 0 0 20 Oct 2024
ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation MohammadReza EskandariNasab S. M. Hamdi S. F. Boubrahimi GAN AI4TS 28 1 0 21 Sep 2024
VFLGAN-TS: Vertical Federated Learning-based Generative Adversarial Networks for Publication of Vertically Partitioned Time-Series Data Xun Yuan Zilong Zhao P. Gope Biplab Sikdar AI4TS 25 1 0 05 Sep 2024
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 95 3 0 20 Aug 2024
S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images Andrea Kim Niloufar Saharkhiz E. Sizikova Miguel Lago B. Sahiner Jana G. Delfino Aldo Badano SyDa MedIm 29 1 0 31 Jul 2024
Defining 'Good': Evaluation Framework for Synthetic Smart Meter Data Sheng Chai Gus Chadney Charlot Avery Phil Grunewald Pascal Van Hentenryck P. Donti 33 6 0 16 Jul 2024
Deep Temporal Deaggregation: Large-Scale Spatio-Temporal Generative Models David Bergstrom Mattias Tiger Fredrik Heintz DiffM AI4TS 38 0 0 18 Jun 2024
Universal randomised signatures for generative time series modelling Francesca Biagini Lukas Gonon Niklas Walter 42 4 0 14 Jun 2024
GANetic Loss for Generative Adversarial Networks with a Focus on Medical Applications S. Akhmedova Nils Körber GAN MedIm 37 0 0 07 Jun 2024
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 48 2 0 04 Jun 2024
Conditioning on Time is All You Need for Synthetic Survival Data Generation Mohd Ashhad Ricardo Henao 31 0 0 27 May 2024
MCGAN: Enhancing GAN Training with Regression-Based Generator Loss Baoren Xiao Hao Ni Weixin Yang GAN 54 0 0 27 May 2024
High Rank Path Development: an approach of learning the filtration of stochastic processes Jiajie Tao Hao Ni Chong Liu 24 0 0 23 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 22 0 15 May 2024
DE-CGAN: Boosting rTMS Treatment Prediction with Diversity Enhancing Conditional Generative Adversarial Networks Matthew Squires Xiaohui Tao Soman Elangovan R. Gururajan Haoran Xie Xujuan Zhou Yuefeng Li Rajendra Acharya 40 0 0 25 Apr 2024
Generating Synthetic Time Series Data for Cyber-Physical Systems Alexander Sommers Somayeh Bakhtiari Ramezani Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure AI4TS 48 0 0 12 Apr 2024
Faraday: Synthetic Smart Meter Generator for the smart grid Sheng Chai Gus Chadney 39 4 0 05 Apr 2024
TWIN-GPT: Digital Twins for Clinical Trials via Large Language Model Yue Wang Tianfan Fu Yinlong Xu Zihan Ma Hongxia Xu Yingzhou Lu Bang Du Hong-Yan Gao Jian Wu LM&MA 53 27 0 01 Apr 2024
Privacy Re-identification Attacks on Tabular GANs Abdallah Alshantti Adil Rasheed Frank Westad AAML 27 3 0 31 Mar 2024
SoK: Can Trajectory Generation Combine Privacy and Utility? Erik Buchholz A. Abuadbba Shuo Wang Surya Nepal S. Kanhere 34 3 0 12 Mar 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 Weaver: A Conditional Time Series Generation Model Sai Shankar Narasimhan Shubhankar Agarwal Oguzhan Akcin Sujay Sanghavi Sandeep Chinchali DiffM MedIm 33 20 0 05 Mar 2024
Constraint Latent Space Matters: An Anti-anomalous Waveform Transformation Solution from Photoplethysmography to Arterial Blood Pressure Cheng Bian Xiaoyu Li Qi Bi Guangpu Zhu Jiegeng Lyu Weile Zhang Yelei Li Zijing Zeng 40 0 0 23 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 24 3 0 09 Feb 2024
Time Series Diffusion in the Frequency Domain Jonathan Crabbé Nicolas Huynh Jan Stanczuk M. Schaar DiffM 38 11 0 08 Feb 2024
How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data Mihaela C. Stoian Salijona Dyrmishi Maxime Cordy Thomas Lukasiewicz Eleonora Giunchiglia 29 15 0 07 Feb 2024