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
Bounding the Excess Risk for Linear Models Trained on Marginal-Preserving, Differentially-Private, Synthetic Data Yvonne Zhou Mingyu Liang Ivan Brugere Dana Dachman-Soled Danial Dervovic Antigoni Polychroniadou Min Wu 26 1 0 06 Feb 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Yiyuan Yang Linglong Qian Wei Cao Keli Zhang Wenjia Wang Yuxuan Liang Qingsong Wen AI4TS SyDa BDL 48 38 0 06 Feb 2024
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach Tianshi Wang Jinyang Li Ruijie Wang Denizhan Kara Shengzhong Liu Davis Wertheimer Antoni Viros i Martin R. Ganti M. Srivatsa Tarek F. Abdelzaher 22 6 0 03 Feb 2024
Unlearnable Examples For Time Series Yujing Jiang Xingjun Ma S. Erfani James Bailey AI4TS 23 1 0 03 Feb 2024
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities Mahdi Erfanian H. V. Jagadish Abolfazl Asudeh 38 3 0 02 Feb 2024
Generating Synthetic Health Sensor Data for Privacy-Preserving Wearable Stress Detection Lucas Lange Nils Wenzlitschke Erhard Rahm 21 7 0 24 Jan 2024
Long-Term Fair Decision Making through Deep Generative Models Yaowei Hu Yongkai Wu Lu Zhang FaML 32 1 0 20 Jan 2024
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models Namjoon Suh Guang Cheng MedIm 30 13 0 14 Jan 2024
BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis Xiaomin Li Mykhailo Sakevych G. Atkinson V. Metsis MedIm 11 8 0 12 Jan 2024
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
Generative adversarial wavelet neural operator: Application to fault detection and isolation of multivariate time series data Jyoti Rani Tapas Tripura H. Kodamana Souvik Chakraborty 35 5 0 08 Jan 2024
Adversarial Machine Learning-Enabled Anonymization of OpenWiFi Data Samhita Kuili Kareem Dabbour Irtiza Hasan Andrea Herscovich B. Kantarci Marcel Chenier Melike Erol-Kantarci 13 0 0 03 Jan 2024
Neural Stochastic Differential Equations with Change Points: A Generative Adversarial Approach Zhongchang Sun Yousef El-Laham Svitlana Vyetrenko AI4TS 18 2 0 20 Dec 2023
Class Conditional Time Series Generation with Structured Noise Space GAN Hamidreza Gholamrezaei Alireza Koochali Andreas Dengel Sheraz Ahmed GAN 44 0 0 20 Dec 2023
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 30 25 0 19 Dec 2023
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 37 7 0 18 Dec 2023
D3A-TS: Denoising-Driven Data Augmentation in Time Series D. Martín Juan Galán Páez J. Borrego-Díaz AI4TS DiffM 13 3 0 09 Dec 2023
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 42 2 0 29 Nov 2023
TS-Diffusion: Generating Highly Complex Time Series with Diffusion Models Yangming Li DiffM AI4TS 39 5 0 06 Nov 2023
Time-series Generation by Contrastive Imitation Daniel Jarrett Ioana Bica M. Schaar AI4TS 13 24 0 02 Nov 2023
TRIAGE: Characterizing and auditing training data for improved regression Nabeel Seedat Jonathan Crabbé Zhaozhi Qian M. Schaar 21 5 0 29 Oct 2023
Adversarial Anomaly Detection using Gaussian Priors and Nonlinear Anomaly Scores Fiete Lüer Tobias Weber Maxim Dolgich Christian Böhm 36 1 0 27 Oct 2023
An Explainable Deep Learning-Based Method For Schizophrenia Diagnosis Using Generative Data-Augmentation Mehrshad Saadatinia Armin Salimi-Badr 20 4 0 25 Oct 2023
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing Namjoon Suh Xiaofeng Lin Din-Yin Hsieh Merhdad Honarkhah Guang Cheng 24 16 0 24 Oct 2023
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs Ilan Naiman N. Benjamin Erichson Pu Ren Lbnl Michael W. Mahoney ICSI Omri Azencot AI4TS 24 19 0 04 Oct 2023
CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery Yuxiao Cheng Ziqian Wang Tingxiong Xiao Qin Zhong J. Suo Kunlun He AI4TS CML 30 11 0 03 Oct 2023
Home Electricity Data Generator (HEDGE): An open-access tool for the generation of electric vehicle, residential demand, and PV generation profiles Flora Charbonnier Thomas Morstyn Malcolm McCulloch 26 4 0 02 Oct 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 29 3 0 30 Sep 2023
ResBit: Residual Bit Vector for Categorical Values Masane Fuchi Amar Zanashir Si-Qing Chen Tomohiro Takagi 24 1 0 29 Sep 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 30 17 0 23 Sep 2023
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review Katariina Perkonoja Kari Auranen Joni Virta SyDa 19 3 0 21 Sep 2023
Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion Zhilun Zhou Jingtao Ding Yu Liu Depeng Jin Yong Li DiffM AI4CE 47 22 0 19 Sep 2023
Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context Haochong Xia Shuo Sun Xinrun Wang Bo An AIFin 17 9 0 14 Sep 2023
Masked Generative Modeling with Enhanced Sampling Scheme Daesoo Lee Erlend Aune Sara Malacarne DiffM 15 3 0 14 Sep 2023
TCGAN: Convolutional Generative Adversarial Network for Time Series Classification and Clustering F. Huang Yangdong Deng GAN AI4TS 33 1 0 09 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
Fully Embedded Time-Series Generative Adversarial Networks Joe Beck S. Chakraborty GAN TTA AI4TS 29 2 0 30 Aug 2023
ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN M. A. Bashar R. Nayak AI4TS 47 4 0 13 Aug 2023
Time-Parameterized Convolutional Neural Networks for Irregularly Sampled Time Series Chrysoula Kosma Giannis Nikolentzos Michalis Vazirgiannis AI4TS 27 5 0 06 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
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting Marcel Kollovieh Abdul Fatir Ansari Michael Bohlke-Schneider Jasper Zschiegner Hao Wang Yuyang Wang DiffM AI4TS 22 46 0 21 Jul 2023
On the Constrained Time-Series Generation Problem Andrea Coletta Sriram Gopalakrishnan Daniel Borrajo Svitlana Vyetrenko DiffM AI4TS 31 36 0 04 Jul 2023
Conditional Generators for Limit Order Book Environments: Explainability, Challenges, and Robustness Andrea Coletta Joseph Jerome Rahul Savani Svitlana Vyetrenko 32 17 0 22 Jun 2023
Understanding Deep Generative Models with Generalized Empirical Likelihoods Suman V. Ravuri Mélanie Rey S. Mohamed M. Deisenroth VLM 30 5 0 16 Jun 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 35 7 0 07 Jun 2023
GAT-GAN : A Graph-Attention-based Time-Series Generative Adversarial Network Srikrishna Iyer Teck-Hou Teng AI4TS 20 1 0 03 Jun 2023
Accurate generation of stochastic dynamics based on multi-model Generative Adversarial Networks Daniel Lanzoni Olivier Pierre-Louis F. Montalenti 18 1 0 25 May 2023
Copy Recurrent Neural Network Structure Network Xiaofan Zhou Xunzhu Tang 19 0 0 22 May 2023
PCF-GAN: generating sequential data via the characteristic function of measures on the path space Hang Lou Siran Li Hao Ni AI4TS 43 10 0 21 May 2023