On the public citation graph

TS-GAN: Time-series GAN for Sensor-based Health Data Augmentation

0 signed · 103 inferred · view as graph

Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

Is this your work? Sign in with ORCID and put your name on the claims that are yours.
Claim with ORCID
Reference health. See whether every reference in this work resolves to a known work and none has been retracted — and get a dated CiteStamped badge you can embed.
See reference health

What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-86890-1_10openalex-snapshot
CNN-Based Continuous Authentication on Smartphones with Auto Augmentation Search
inferredcites →https://doi.org/10.1016/j.eswa.2019.113075openalex-snapshot
Deep 1D-Convnet for accurate Parkinson disease detection and severity prediction from gait
inferredcites →https://doi.org/10.1016/j.eswax.2020.100033openalex-snapshot
A review on deep learning methods for ECG arrhythmia classification
inferredcites →https://doi.org/10.1016/j.knosys.2021.107187openalex-snapshot
Deep learning in ECG diagnosis: A review
inferredcites →https://doi.org/10.1016/j.neunet.2005.06.042openalex-snapshot
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
inferredcites →https://doi.org/10.1038/s41746-017-0012-2openalex-snapshot
Artificial intelligence powers digital medicine
inferredcites →https://doi.org/10.1038/s41746-018-0058-9openalex-snapshot
Health intelligence: how artificial intelligence transforms population and personalized health
inferredcites →https://doi.org/10.1088/issn.1742-6596openalex-snapshot
Journal of Physics: Conference Series
inferredcites →https://doi.org/10.1093/mnras/stv632openalex-snapshot
Rotation-invariant convolutional neural networks for galaxy morphology prediction
inferredcites →https://doi.org/10.1109/cvpr.2018.00745openalex-snapshot
Squeeze-and-Excitation Networks
inferredcites →https://doi.org/10.1109/cvprw50498.2020.00359openalex-snapshot
Randaugment: Practical automated data augmentation with a reduced search space
inferredcites →https://doi.org/10.1109/iccv.2017.244openalex-snapshot
Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks
inferredcites →https://doi.org/10.1109/jas.2019.1911747openalex-snapshot
The UCR time series archive
inferredcites →https://doi.org/10.1109/jiot.2018.2851185openalex-snapshot
Using Data Augmentation in Continuous Authentication on Smartphones
inferredcites →https://doi.org/10.1109/lsp.2017.2657381openalex-snapshot
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification
inferredcites →https://doi.org/10.1109/tmc.2022.3186614openalex-snapshot
Adaptive Deep Feature Fusion for Continuous Authentication With Data Augmentation
inferredcites →https://doi.org/10.1145/3136755.3136817openalex-snapshot
Data augmentation of wearable sensor data for parkinson’s disease monitoring using convolutional neural networks
inferredcites →https://doi.org/10.1145/3386580openalex-snapshot
Augmenting DL with Adversarial Training for Robust Prediction of Epilepsy Seizures
inferredcites →https://doi.org/10.1145/3422622openalex-snapshot
Generative adversarial networks
inferredcites →https://doi.org/10.1145/3469035openalex-snapshot
Differentially Private Medical Texts Generation Using Generative Neural Networks
inferredcites →https://doi.org/10.1145/3533708openalex-snapshot
Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges
inferredcites →https://doi.org/10.1186/1475-925x-14-s2-s6openalex-snapshot
Design, implementation and validation of a novel open framework for agile development of mobile health applications
inferredcites →https://doi.org/10.3389/fnins.2014.00094openalex-snapshot
Fusion of electroencephalographic dynamics and musical contents for estimating emotional responses in music listening
inferredcites →https://doi.org/10.3390/data3020011openalex-snapshot
SIMADL: Simulated Activities of Daily Living Dataset
inferredcites →https://doi.org/10.3390/electronics10040389openalex-snapshot
Generating Synthetic ECGs Using GANs for Anonymizing Healthcare Data
inferredcites →https://doi.org/10.48550/arxiv.1611.09904openalex-snapshot
C-RNN-GAN: Continuous recurrent neural networks with adversarial training
inferredcites →https://doi.org/10.48550/arxiv.1701.00160openalex-snapshot
NIPS 2016 Tutorial: Generative Adversarial Networks
inferredcites →https://doi.org/10.48550/arxiv.1705.08584openalex-snapshot
MMD GAN: Towards Deeper Understanding of Moment Matching Network
inferredcites →https://doi.org/10.48550/arxiv.1805.09501openalex-snapshot
AutoAugment: Learning Augmentation Policies from Data
inferredcites →https://doi.org/10.48550/arxiv.1810.10863openalex-snapshot
GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks
inferredcites →https://doi.org/10.48550/arxiv.1902.02934openalex-snapshot
Mode Collapse and Regularity of Optimal Transportation Maps
inferredcites →https://doi.org/10.48550/arxiv.2102.08310openalex-snapshot
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation
inferredcites →https://doi.org/10.5121/ijaia.2019.10405openalex-snapshot
A Comparative Study of LSTM and Phased LSTM for Gait Prediction

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-70352-2_24openalex-snapshot
MMDL-Based Data Augmentation with Domain Knowledge for Time Series Classification
inferred← citeshttps://doi.org/10.1007/978-3-032-06658-9_5openalex-snapshot
Edge AI Empowered Predictive Analytics for Smart Healthcare
inferred← citeshttps://doi.org/10.1007/s10462-026-11593-8openalex-snapshot
Empowering healthcare 5.0 with deep learning: techniques, trends, and future directions
inferred← citeshttps://doi.org/10.1007/s10586-025-05594-5openalex-snapshot
SS-DDPM: A novel denoising diffusion probabilistic model for industrial sensor signal data augmentation
inferred← citeshttps://doi.org/10.1007/s11004-025-10224-2openalex-snapshot
Geophysical Logging Curve Reconstruction Based on Diff-Mamba Modeling
inferred← citeshttps://doi.org/10.1007/s11801-025-5058-9openalex-snapshot
Video action recognition meets vision-language models exploring human factors in scene interaction: a review
inferred← citeshttps://doi.org/10.1007/s12010-026-05874-9openalex-snapshot
Theranostic Smart Bionanosensors for Solid Tumors: Advances, Challenges, and Future Directions
inferred← citeshttps://doi.org/10.1007/s12555-024-0448-5openalex-snapshot
Manufacturing Quality Management Based on TimeGAN and Seq2Seq Models With Magnetic Press Machine Data
inferred← citeshttps://doi.org/10.1007/s13198-024-02430-8openalex-snapshot
Enhancing machine learning efficacy and fairness in automated decision systems: an adversarial deep generative modeling with CoBS-TGAN approach in imbalanced and biased datasets
inferred← citeshttps://doi.org/10.1007/s41060-026-01141-6openalex-snapshot
OB-GAN: a novel approach to modeling oscillatory latent dynamics for enhancing realistic time-series generation
inferred← citeshttps://doi.org/10.1007/s41870-024-02120-5openalex-snapshot
A synergistic fusion of shallow and deep generative model to enhance machine learning efficacy and classification performance in data-scarce environments
inferred← citeshttps://doi.org/10.1007/s42044-025-00321-0openalex-snapshot
The role of artificial intelligence and machine learning in human disease diagnosis: a comprehensive review
inferred← citeshttps://doi.org/10.1007/s44196-024-00524-6openalex-snapshot
Star Generative Adversarial VGG Network-Based Sample Augmentation for Insulator Defect Detection
inferred← citeshttps://doi.org/10.1016/b978-0-443-34041-3.00003-1openalex-snapshot
Generative adversarial network–based annual photovoltaic power simulation
inferred← citeshttps://doi.org/10.1016/j.aap.2025.108387openalex-snapshot
Spatial-temporal gated transformer network for freeway secondary crash prediction considering the impact of class imbalance
inferred← citeshttps://doi.org/10.1016/j.aei.2026.104913openalex-snapshot
A hybrid physics-aware and self-supervised generative framework for heterogeneous DFOS traffic monitoring
inferred← citeshttps://doi.org/10.1016/j.aej.2025.10.021openalex-snapshot
Data augmented Autoformer for runner injury prediction
inferred← citeshttps://doi.org/10.1016/j.bspc.2025.108541openalex-snapshot
A novel hybrid primary capsule based convolutional neural network model for emotion classification from physiological signals
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.109834openalex-snapshot
Generative AI for synthetic data across multiple medical modalities: A systematic review of recent developments and challenges
inferred← citeshttps://doi.org/10.1016/j.cosrev.2026.100953openalex-snapshot
A comprehensive review of time series classification: Traditional, deep learning, and few-shot learning Methods
inferred← citeshttps://doi.org/10.1016/j.csbj.2024.07.005openalex-snapshot
Synthetic data generation methods in healthcare: A review on open-source tools and methods
inferred← citeshttps://doi.org/10.1016/j.ejrh.2025.102864openalex-snapshot
Groundwater level prediction based on SSA-optimized self-attention mechanism and BiLSTM hybrid model
inferred← citeshttps://doi.org/10.1016/j.ejrh.2026.103338openalex-snapshot
Short-term dissolved oxygen forecasting in lakes of the middle and lower Yangtze River basin using generative AI–enhanced machine learning
inferred← citeshttps://doi.org/10.1016/j.engappai.2025.110133openalex-snapshot
Explainable evaluation of generative adversarial networks for wearables data augmentation
inferred← citeshttps://doi.org/10.1016/j.health.2024.100340openalex-snapshot
A systematic review of deep learning data augmentation in medical imaging: Recent advances and future research directions
inferred← citeshttps://doi.org/10.1016/j.ijepes.2024.110190openalex-snapshot
Augmenting time series data: An interpretable approach with metric learning and variational autoencoders
inferred← citeshttps://doi.org/10.1016/j.inffus.2026.104592openalex-snapshot
Generative AI for wearable information fusion: Evidence mapping the reality gap in activity recognition and health monitoring
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107131openalex-snapshot
DGMSCL: A dynamic graph mixed supervised contrastive learning approach for class imbalanced multivariate time series classification
inferred← citeshttps://doi.org/10.1016/j.scs.2024.105430openalex-snapshot
Cross-Sensor Domain Adaptation for Data-Driven Correction of Pedestrian Level Wind Measurement in Urban Environments Using Cup Anemometers
inferred← citeshttps://doi.org/10.1038/s41598-025-99339-4openalex-snapshot
Consistency regularization for few shot multivariate time series forecasting
inferred← citeshttps://doi.org/10.1038/s41746-024-01409-wopenalex-snapshot
A review on generative AI models for synthetic medical text, time series, and longitudinal data
inferred← citeshttps://doi.org/10.1080/1206212x.2024.2409989openalex-snapshot
From shallows to depths: unveiling hybrid synthetic data modeling for enhanced learning with privacy considerations in naturally imbalanced datasets
inferred← citeshttps://doi.org/10.1109/access.2024.3469541openalex-snapshot
Generating Time Series Data With Real-Valued DC-GAN From Complex Time-Frequency Domain: Application to ECG Synthesis
inferred← citeshttps://doi.org/10.1109/access.2025.3561375openalex-snapshot
Supervised Anomaly Detection in Univariate Time-Series Using 1D Convolutional Siamese Networks
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11227338openalex-snapshot
An Effective GANs-Based Method for High-Information-Value Multimodal Wearable Sensor Data Synthesis
inferred← citeshttps://doi.org/10.1109/ipemc-ecceasia60879.2024.10567686openalex-snapshot
Lithium-ion battery application time series data augmentation based on generative adversarial network for training deep learning algorithm
inferred← citeshttps://doi.org/10.1109/jbhi.2025.3611429openalex-snapshot
Generation and Selection: A Self-Iterative Two-Stage Data Augmentation Method for Automated ECG Classification
inferred← citeshttps://doi.org/10.1109/jiot.2025.3553561openalex-snapshot
vCapTouch: Interactive Touch Sensing Data Synthesis for Hand Gesture Recognition Based on Digital Twin
inferred← citeshttps://doi.org/10.1109/jiot.2026.3662267openalex-snapshot
MGRAuth: Sensor-Based Continuous Authentication With a Mixture-of-Experts Gated-Relation Autoencoder
inferred← citeshttps://doi.org/10.1109/jsas.2026.3702624openalex-snapshot
FBG-Based Wearable Sensors for Healthcare 4.0: A System-Level Review With AI, Generative AI, and XAI Integration
inferred← citeshttps://doi.org/10.1109/jsen.2024.3483108openalex-snapshot
Hydra-TS: Enhancing Human Activity Recognition With Multiobjective Synthetic Time-Series Data Generation
inferred← citeshttps://doi.org/10.1109/jsen.2025.3602431openalex-snapshot
PLI and CNN-BiLSTM: An Enhanced Data Augmentation and Deep Learning Approach for Defect Recognition in Spiral Welded Pipe Based on Ultrasonic Guided Waves
inferred← citeshttps://doi.org/10.1109/jstars.2025.3527017openalex-snapshot
An Empirical Study on Data Augmentation for Pixelwise Satellite Image Time-Series Classification and Cross-Year Adaptation
inferred← citeshttps://doi.org/10.1109/lra.2024.3511372openalex-snapshot
ChatEMG: Synthetic Data Generation to Control a Robotic Hand Orthosis for Stroke
inferred← citeshttps://doi.org/10.1109/sbesc65055.2024.10771916openalex-snapshot
Wearable Sensors: Improving AI for Walking Activities Through GAN-Based Data Augmentation
inferred← citeshttps://doi.org/10.1109/tkde.2025.3530916openalex-snapshot
Data Optimization in Deep Learning: A Survey
inferred← citeshttps://doi.org/10.1109/tmc.2023.3290834openalex-snapshot
Memory-Augmented Autoencoder Based Continuous Authentication on Smartphones With Conditional Transformer GANs
inferred← citeshttps://doi.org/10.1109/trustcom66490.2025.00115openalex-snapshot
A Zero-Trust Empowered Continuous Authentication System for Drivers: Integrating Federated Learning with Conditional Transformer GAN
inferred← citeshttps://doi.org/10.1109/tsipn.2025.3622886openalex-snapshot
Score-Based Variational Modeling for Spatiotemporal Forecasting
inferred← citeshttps://doi.org/10.1142/s0219519426400452openalex-snapshot
PERSONALIZED HIGH-INTENSITY INTERVAL TRAINING SCHEME USING GENERATIVE ARTIFICIAL INTELLIGENCE AND INTELLIGENT CLUSTERING ALGORITHMS
inferred← citeshttps://doi.org/10.1145/3715071.3750415openalex-snapshot
SSC: Simultaneous Signal Separation and Classification for Concurrent Activities
inferred← citeshttps://doi.org/10.1145/3766907openalex-snapshot
Data-Efficient Psychiatric Disorder Detection via Self-Supervised Learning on Frequency-Enhanced Brain Networks
inferred← citeshttps://doi.org/10.1145/3776759.3776845openalex-snapshot
CTU-DDPM: Generating Industrial Control System Time-Series Data with a CNN-Transformer Hybrid Diffusion Model
inferred← citeshttps://doi.org/10.1371/journal.pone.0315343openalex-snapshot
A comprehensive survey and comparative analysis of time series data augmentation in medical wearable computing
inferred← citeshttps://doi.org/10.14569/ijacsa.2024.01501118openalex-snapshot
Overview of Data Augmentation Techniques in Time Series Analysis
inferred← citeshttps://doi.org/10.2139/ssrn.5246898openalex-snapshot
Groundwater Level Prediction Based on Ssa-Optimized Self-Attention Mechanism and Bilstm Hybrid Model
inferred← citeshttps://doi.org/10.2139/ssrn.5246902openalex-snapshot
Groundwater Level Prediction Based on Ssa-Optimized Self-Attention Mechanism and Bilstm Hybrid Model
inferred← citeshttps://doi.org/10.2139/ssrn.5281620openalex-snapshot
Groundwater Level Prediction Based on Ssa-Optimized Self-Attention Mechanism and Bilstm Hybrid Model
inferred← citeshttps://doi.org/10.2139/ssrn.5445678openalex-snapshot
ETUA-DDPM: Time Series Generation in Industrial Control Systems via Diffusion Models with Temporal Dependency Capture and Detail Extraction
inferred← citeshttps://doi.org/10.2139/ssrn.6055903openalex-snapshot
DDPM Fusing Mamba and Adaptive Attention: A Augmentation Method for Industrial Control Systems Anomaly Data
inferred← citeshttps://doi.org/10.26562/ijirae.2025.v1212.10openalex-snapshot
Hybrid AI Models for Improved Mental Health Assessment with Wearable Technology and Mobile Sensing
inferred← citeshttps://doi.org/10.3389/fenrg.2024.1402840openalex-snapshot
Opinion on enhancing diversity in photovoltaic scenario generation using weather data simulating by style-based generative adversarial networks
inferred← citeshttps://doi.org/10.3390/app132111837openalex-snapshot
Delamination Detection Framework for the Imbalanced Dataset in Laminated Composite Using Wasserstein Generative Adversarial Network-Based Data Augmentation
inferred← citeshttps://doi.org/10.3390/bioengineering10121348openalex-snapshot
Utilizing Deep Learning Algorithms for Signal Processing in Electrochemical Biosensors: From Data Augmentation to Detection and Quantification of Chemicals of Interest
inferred← citeshttps://doi.org/10.3390/robotics14120183openalex-snapshot
Synthetic Hamiltonian Energy Prediction for Motor Performance Assessment in Neurorehabilitation Procedures: A Machine Learning Approach with TimeGAN-Augmented Data
inferred← citeshttps://doi.org/10.3390/technologies12100186openalex-snapshot
A Hybrid Deep Learning Approach with Generative Adversarial Network for Credit Card Fraud Detection
inferred← citeshttps://doi.org/10.3934/publichealth.2024004openalex-snapshot
Machine learning and deep learning-based approach in smart healthcare: Recent advances, applications, challenges and opportunities
inferred← citeshttps://doi.org/10.48084/etasr.8577openalex-snapshot
Electricity Load Forecasting using Hybrid Datasets with Linear Interpolation and Synthetic Data
inferred← citeshttps://doi.org/10.61499/dhr.2024.2.e3openalex-snapshot
Sleep Apnea Detection Using Wireless Wearable Single-Lead ECG: A One Dimensional Convolutional Neural Network Approach
inferred← citeshttps://doi.org/10.7717/peerj-cs.3944openalex-snapshot
TATS: toolbox for time series data augmentation
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.