Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks

2 June 2017

Papers citing "Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks"

50 / 54 papers shown

Title
VaCDA: Variational Contrastive Alignment-based Scalable Human Activity Recognition Soham Khisa Avijoy Chakma 51 0 0 08 May 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 30 0 0 03 May 2025
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 31 0 0 06 Apr 2025
WatchGuardian: Enabling User-Defined Personalized Just-in-Time Intervention on Smartwatch Ying Lei Yancheng Cao Will Wang Yuanzhe Dong Changchang Yin ... Randy Auerbach Lena Mamykina Dakuo Wang Yansen Wang Xuhai Xu AI4MH 61 0 0 09 Feb 2025
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 76 2 0 11 Nov 2024
Benchmarking Reliability of Deep Learning Models for Pathological Gait Classification Abhishek Jaiswal Nisheeth Srivastava 21 0 0 20 Sep 2024
Language-centered Human Activity Recognition Hua Yan Heng Tan Yi Ding Pengfei Zhou Vinod Namboodiri Yu Yang 45 2 0 12 Sep 2024
Diverse Intra- and Inter-Domain Activity Style Fusion for Cross-Person Generalization in Activity Recognition Junru Zhang Lang Feng Zhidan Liu Yuhan Wu Yang He Yabo Dong Duanqing Xu 27 1 0 07 Jun 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 23 0 15 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 46 3 0 01 May 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 55 3 0 06 Mar 2024
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 24 2 0 10 Dec 2023
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition Megha Thukral H. Haresamudram Thomas Ploetz 40 4 0 22 Oct 2023
Unsupervised Statistical Feature-Guided Diffusion Model for Sensor-based Human Activity Recognition Si Zuo Vitor Fortes Rey Sungho Suh S. Sigg P. Lukowicz DiffM 27 4 0 30 May 2023
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series Alexander Nikitin Letizia Iannucci Samuel Kaski TTA SyDa AI4TS 39 11 0 19 May 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey Avijoy Chakma A. Faridee Indrajeet Ghosh Nirmalya Roy 38 4 0 07 Apr 2023
Towards Diverse and Coherent Augmentation for Time-Series Forecasting Xiyuan Zhang Ranak Roy Chowdhury Jingbo Shang Rajesh K. Gupta Dezhi Hong AI4TS 32 4 0 24 Mar 2023
Towards a Taxonomy for the Use of Synthetic Data in Advanced Analytics Peter Kowalczyk Giacomo Welsch Frédéric Thiesse 36 2 0 05 Dec 2022
Investigating Enhancements to Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz AI4TS 30 15 0 11 Nov 2022
Care for the Mind Amid Chronic Diseases: An Interpretable AI Approach Using IoT Jiaheng Xie Xiaohang Zhao Xiang Liu Xiao Fang OOD 38 2 0 08 Nov 2022
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 27 5 0 13 Oct 2022
IMU Based Deep Stride Length Estimation With Self-Supervised Learning Jien-De Sui Tian-Sheuan Chang SSL 16 13 0 06 May 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 29 13 0 11 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 42 86 0 22 Feb 2022
Semi-Supervised Learning and Data Augmentation in Wearable-based Momentary Stress Detection in the Wild Han Yu Akane Sano 18 11 0 22 Feb 2022
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks J. Pérez Patricia Arroba Jose M. Moya 27 14 0 12 Jan 2022
CoughTrigger: Earbuds IMU Based Cough Detection Activator Using An Energy-efficient Sensitivity-prioritized Time Series Classifier Shibo Zhang Ebrahim Nemati Minh Dinh Nathan Folkman Tousif Ahmed Md. Mahbubur Rahman Jilong Kuang N. Alshurafa A. Gao 12 17 0 07 Nov 2021
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 23 296 0 31 Oct 2021
Classifying In-Place Gestures with End-to-End Point Cloud Learning Lizhi Zhao Xuequan Lu Mingde Zhao Meili Wang 3DPC 21 8 0 22 Aug 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 24 46 0 09 Jun 2021
Theoretically Motivated Data Augmentation and Regularization for Portfolio Construction Liu Ziyin Kentaro Minami Kentaro Imajo 29 4 0 08 Jun 2021
Multimodal EEG and Keystroke Dynamics Based Biometric System Using Machine Learning Algorithms Arafat Rahman M. Chowdhury Amith Khandakar S. Kiranyaz Kh Shahriya Zaman M. Reaz M. Islam M. A. Kadir 26 48 0 10 Mar 2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation Elizabeth Fons Paula Dawson Xiao-Jun Zeng J. Keane Alexandros Iosifidis AI4TS 23 23 0 16 Feb 2021
Octave Mix: Data augmentation using frequency decomposition for activity recognition Tatsuhito Hasegawa 33 3 0 08 Jan 2021
A Novel Multi-Stage Training Approach for Human Activity Recognition from Multimodal Wearable Sensor Data Using Deep Neural Network Tanvir Mahmud A. S. Sazzad Sayyed S. Fattah S. Kung HAI 11 26 0 03 Jan 2021
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data Chongyang Wang Yuan Gao Akhil Mathur A. Williams Nicholas D. Lane N. Bianchi-Berthouze 32 34 0 03 Nov 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
IMUTube: Automatic Extraction of Virtual on-body Accelerometry from Video for Human Activity Recognition Hyeokhyen Kwon C. Tong H. Haresamudram Yan Gao G. Abowd Nicholas D. Lane Thomas Ploetz 10 83 0 29 May 2020
MLGaze: Machine Learning-Based Analysis of Gaze Error Patterns in Consumer Eye Tracking Systems Anuradha Kar 13 8 0 07 May 2020
Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Brian Kenji Iwana S. Uchida AI4TS 21 87 0 19 Apr 2020
Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey S. M. Tahsien H. Karimipour P. Spachos OOD 29 324 0 11 Apr 2020
A Review of Computational Approaches for Evaluation of Rehabilitation Exercises Y. Liao Aleksandar Vakanski Min Xian D. Paul Russell T. Baker 8 81 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 32 635 0 27 Feb 2020
RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks Jing Gao Xiaomin Song Qingsong Wen Pichao Wang Liang Sun Huan Xu AI4TS 31 133 0 21 Feb 2020
Self-supervised ECG Representation Learning for Emotion Recognition Pritam Sarkar Ali Etemad SSL 22 261 0 04 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen Madhav Marathe AI4TS 31 19 0 28 Jan 2020
Self-supervised Learning for ECG-based Emotion Recognition Pritam Sarkar Ali Etemad SSL 11 92 0 14 Oct 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 23 270 0 27 Jul 2019
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 39 125 0 31 May 2019
Data Fine-tuning S. Chhabra P. Majumdar Mayank Vatsa Richa Singh AAML 20 13 0 10 Dec 2018