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"

35 / 35 papers shown

Title
VaCDA: Variational Contrastive Alignment-based Scalable Human Activity Recognition Soham Khisa Avijoy Chakma 41 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 21 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 29 0 0 06 Apr 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 74 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 32 2 0 12 Sep 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 95 21 0 15 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 44 3 0 01 May 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 45 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 22 2 0 10 Dec 2023
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition Megha Thukral H. Haresamudram Thomas Ploetz 26 4 0 22 Oct 2023
Domain Adaptation for Inertial Measurement Unit-based Human Activity Recognition: A Survey Avijoy Chakma A. Faridee Indrajeet Ghosh Nirmalya Roy 16 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 27 4 0 24 Mar 2023
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 31 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 19 5 0 13 Oct 2022
IMU Based Deep Stride Length Estimation With Self-Supervised Learning Jien-De Sui Tian-Sheuan Chang SSL 14 13 0 06 May 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 21 13 0 11 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 30 84 0 22 Feb 2022
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 17 295 0 31 Oct 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 16 46 0 09 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 18 48 0 10 Mar 2021
Octave Mix: Data augmentation using frequency decomposition for activity recognition Tatsuhito Hasegawa 17 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
Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Brian Kenji Iwana S. Uchida AI4TS 8 86 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 21 324 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 6 81 0 29 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 16 133 0 21 Feb 2020
Self-supervised ECG Representation Learning for Emotion Recognition Pritam Sarkar Ali Etemad SSL 11 258 0 04 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen M. Marathe AI4TS 23 19 0 28 Jan 2020
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 6 268 0 27 Jul 2019
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 31 125 0 31 May 2019
Data Fine-tuning S. Chhabra P. Majumdar Mayank Vatsa Richa Singh AAML 6 13 0 10 Dec 2018
LSTM-Based Zero-Velocity Detection for Robust Inertial Navigation Brandon Wagstaff Jonathan Kelly 11 105 0 13 Jul 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 250 13,360 0 25 Aug 2014