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 / 323 papers shown

Title
Data Augmentation of IMU Signals and Evaluation via a Semi-Supervised Classification of Driving Behavior Amani Jaafer Gustav Nilsson Giacomo Como 16 9 0 16 Jun 2020
COT-GAN: Generating Sequential Data via Causal Optimal Transport Tianlin Xu L. Wenliang Michael Munn Beatrice Acciaio GAN CML 20 93 0 15 Jun 2020
Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption Xu Sun Zhiyuan Zhang Xuancheng Ren Ruixuan Luo Liangyou Li 30 39 0 10 Jun 2020
Conditional Sig-Wasserstein GANs for Time Series Generation Shujian Liao Hao Ni Lukasz Szpruch Magnus Wiese Marc Sabate Vidales Baoren Xiao GAN AI4TS 13 0 0 09 Jun 2020
Generation of Differentially Private Heterogeneous Electronic Health Records Kieran Chin-Cheong Thomas M. Sutter Julia E. Vogt SyDa 8 6 0 05 Jun 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 36 17 0 27 May 2020
Approaches and Applications of Early Classification of Time Series: A Review Ashish Gupta Hari Prabhat Gupta Bhaskar Biswas Tanima Dutta AI4TS 30 80 0 06 May 2020
Deep convolutional generative adversarial networks for traffic data imputation encoding time series as images Tongge Huang Pranamesh Chakraborty Anuj Sharma AI4TS 19 35 0 05 May 2020
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN Alireza Koochali Andreas Dengel Sheraz Ahmed AI4TS 36 31 0 03 May 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020
A Non-Parametric Test to Detect Data-Copying in Generative Models Casey Meehan Kamalika Chaudhuri S. Dasgupta 23 63 0 12 Apr 2020
Mixture Density Conditional Generative Adversarial Network Models (MD-CGAN) Jaleh Zand Stephen J. Roberts GAN AI4TS 25 4 0 08 Apr 2020
GANs with Conditional Independence Graphs: On Subadditivity of Probability Divergences Mucong Ding C. Daskalakis S. Feizi GAN 32 2 0 02 Mar 2020
Generating EEG features from Acoustic features G. Krishna Co Tran Mason Carnahan Yan Han Ahmed H. Tewfik GAN 14 11 0 29 Feb 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 32 636 0 27 Feb 2020
A Novel Framework for Selection of GANs for an Application Tanya Motwani Manojkumar Somabhai Parmar 27 8 0 20 Feb 2020
Controlled time series generation for automotive software-in-the-loop testing using GANs Dhasarathy Parthasarathy Karl Bäckström Jens Henriksson S. Einarsdóttir 5 12 0 16 Feb 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 33 821 0 20 Jan 2020
Visual Evaluation of Generative Adversarial Networks for Time Series Data Hiba Arnout J. Kehrer Johanna Bronner Thomas Runkler AI4TS EGVM 17 8 0 23 Dec 2019
Generative Synthesis of Insurance Datasets Kevin Kuo 16 15 0 05 Dec 2019
This Car is Mine!: Automobile Theft Countermeasure Leveraging Driver Identification with Generative Adversarial Networks Kyung Ho Park H. Kim 20 8 0 22 Nov 2019
Generative Models for Effective ML on Private, Decentralized Datasets S. Augenstein H. B. McMahan Daniel Ramage Swaroop Indra Ramaswamy Peter Kairouz Mingqing Chen Rajiv Mathews Blaise Agüera y Arcas SyDa 32 182 0 15 Nov 2019
Synthetic Event Time Series Health Data Generation Saloni Dash Ritik Dutta Isabelle M Guyon Adrien Pavao Andrew Yale Kristin P. Bennett 11 15 0 14 Nov 2019
Privacy and Utility Preserving Sensor-Data Transformations Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi 25 32 0 14 Nov 2019
Full-Scale Continuous Synthetic Sonar Data Generation with Markov Conditional Generative Adversarial Networks Marija Jegorova Antti Ilari Karjalainen Jose Vazquez Timothy Hospedales 8 12 0 15 Oct 2019
Differentially Private Survival Function Estimation Lovedeep Gondara Ke Wang 6 5 0 04 Oct 2019
Ward2ICU: A Vital Signs Dataset of Inpatients from the General Ward Daniel de Souza Severo Flávio Amaro Estevam R. Hruschka André Soares de Moura Costa CML 13 4 0 02 Oct 2019
Stabilizing Generative Adversarial Networks: A Survey Maciej Wiatrak Stefano V. Albrecht A. Nystrom GAN 29 84 0 30 Sep 2019
Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions Zinan Lin Alankar Jain Chen Wang Giulia Fanti Vyas Sekar 28 22 0 30 Sep 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Synthesis of Realistic ECG using Generative Adversarial Networks Anne Marie Delaney Eoin Brophy T. Ward 32 79 0 19 Sep 2019
TorchGAN: A Flexible Framework for GAN Training and Evaluation Avik Pal Aniket Das 27 15 0 08 Sep 2019
Synthetic Epileptic Brain Activities Using Generative Adversarial Networks Damian Pascual A. Aminifar David Atienza Alonso P. Ryvlin Roger Wattenhofer GAN 24 11 0 22 Jul 2019
Quant GANs: Deep Generation of Financial Time Series Magnus Wiese R. Knobloch R. Korn Peter Kretschmer GAN AI4TS AIFin 33 274 0 15 Jul 2019
Recurrent Adversarial Service Times C. Ojeda Kostadin Cvejosky Ramses J. Sanchez J. Schücker B. Georgiev Christian Bauckhage BDL AI4TS 21 0 0 24 Jun 2019
Real-Time Privacy-Preserving Data Release for Smart Meters Mohammadhadi Shateri Francisco Messina Pablo Piantanida Fabrice Labeau 20 38 0 14 Jun 2019
Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy Zhengwei Wang Qi She T. Ward MedIm EGVM 29 90 0 04 Jun 2019
Classification Accuracy Score for Conditional Generative Models Suman V. Ravuri Oriol Vinyals EGVM 27 231 0 26 May 2019
Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea Detection K. Nikolaidis Stein Kristiansen V. Goebel T. Plagemann Knut Liestøl Mohan S. Kankanhalli AI4TS 14 22 0 22 May 2019
Biosignal Generation and Latent Variable Analysis with Recurrent Generative Adversarial Networks S. Harada Hideaki Hayashi S. Uchida GAN 27 21 0 17 May 2019
Model-Free Reinforcement Learning for Financial Portfolios: A Brief Survey Yoshiharu Sato OffRL 24 32 0 10 Apr 2019
Interaction-aware Multi-agent Tracking and Probabilistic Behavior Prediction via Adversarial Learning Jiachen Li Hengbo Ma Masayoshi Tomizuka 27 56 0 04 Apr 2019
Differentially Private Model Publishing for Deep Learning Lei Yu Ling Liu C. Pu Mehmet Emre Gursoy Stacey Truex FedML 15 264 0 03 Apr 2019
Probabilistic Forecasting of Sensory Data with Generative Adversarial Networks - ForGAN Alireza Koochali P. Schichtel Sheraz Ahmed Andreas Dengel AI4TS 22 73 0 29 Mar 2019
Quick and Easy Time Series Generation with Established Image-based GANs Eoin Brophy Zhengwei Wang T. Ward AI4TS 24 39 0 14 Feb 2019
Deep Convolutional Neural Network for Automated Detection of Mind Wandering using EEG Signals Seyedroohollah Hosseini Xuan Guo 16 15 0 05 Feb 2019
Model-based Deep Reinforcement Learning for Dynamic Portfolio Optimization Pengqian Yu J. Lee Ilya Kulyatin Zekun Shi Sakyasingha Dasgupta 11 64 0 25 Jan 2019
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks Dan Li Dacheng Chen Lei Shi Baihong Jin Jonathan Goh See-Kiong Ng 34 762 0 15 Jan 2019
Autoencoders and Generative Adversarial Networks for Imbalanced Sequence Classification Stephanie Ger Yegna Subramanian Jambunath Diego Klabjan SyDa GAN DRL 11 7 0 08 Jan 2019
Generative Adversarial Networks for Financial Trading Strategies Fine-Tuning and Combination Adriano Soares Koshiyama Nikan B. Firoozye Philip C. Treleaven GAN 19 86 0 07 Jan 2019