Multi-Label Clinical Time-Series Generation via Conditional GAN

Multi-Label Clinical Time-Series Generation via Conditional GAN

10 April 2022

Chandan K. Reddy

Papers citing "Multi-Label Clinical Time-Series Generation via Conditional GAN"

12 / 12 papers shown

Title
Critical Challenges and Guidelines in Evaluating Synthetic Tabular Data: A Systematic Review Nazia Nafis Inaki Esnaola Alvaro Martinez-Perez Maria-Cruz Villa-Uriol Venet Osmani LMTD 52 0 0 10 Apr 2025
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 70 1 0 20 Nov 2024
Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges Mahmoud Ibrahim Yasmina Al Khalil S. Amirrajab Chang Sun M. Breeuwer J. Pluim Bart Elen Gokhan Ertaylan Michel Dumontier SyDa MedIm 35 7 0 27 Jun 2024
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare V. Vallevik Aleksandar Babic S. Marshall Severin Elvatun Helga Brogger S. Alagaratnam B. Edwin Narasimha Raghavan Anne Kjersti Befring J. F. Nygård 50 19 0 24 Jan 2024
Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference Hongda Sun Hongzhan Lin Rui Yan SyDa 27 2 0 22 Dec 2023
Joint Distributional Learning via Cramer-Wold Distance SeungHwan An Jong-June Jeon 32 0 0 25 Oct 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
Mitigating Health Data Poverty: Generative Approaches versus Resampling for Time-series Clinical Data Raffaele Marchesi Nicolo Micheletti Giuseppe Jurman V. Osmani AI4TS 37 5 0 25 Oct 2022
Transformer-based conditional generative adversarial network for multivariate time series generation Abdellah Madane M. Dilmi Florent Forest Hanane Azzag M. Lebbah J. Lacaille 22 10 0 05 Oct 2022
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
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks Edward Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 156 569 0 19 Mar 2017
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,925 0 17 Aug 2015