Long Short-Term Memory Network Based Unobtrusive Workload Monitoring With Consumer Grade Smartwatches

Human Activity Recognition Based on Wearable Sensor Using Hierarchical Deep LSTM Networks

(2019) LuKun Wang et al.   CIRCUITS SYSTEMS AND SIGNAL PROCESSING

Stress detection in daily life scenarios using smart phones and wearable sensors: A survey

(2019) Yekta Said Can et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study

(2019) Yekta Said Can et al.   SENSORS

LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices

(2019) Saeed Saadatnejad et al.   IEEE Journal of Biomedical and Health Informatics

Breathing-Based Authentication on Resource-Constrained IoT Devices using Recurrent Neural Networks

(2018) Jagmohan Chauhan et al.   COMPUTER

EEG-Based Affect and Workload Recognition in a Virtual Driving Environment for ASD Intervention

(2018) Jing Fan et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Identifying Objective Physiological Markers and Modifiable Behaviors for Self-Reported Stress and Mental Health Status Using Wearable Sensors and Mobile Phones: Observational Study

(2018) Akane Sano et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

ECG Signal Preprocessing and SVM Classifier-Based Abnormality Detection in Remote Healthcare Applications

(2018) C. Venkatesan et al.   IEEE Access

Monitoring stress with a wrist device using context

(2017) Martin Gjoreski et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Pattern Recognition of Momentary Mental Workload Based on Multi-Channel Electrophysiological Data and Ensemble Convolutional Neural Networks

(2017) Jianhua Zhang et al.   Frontiers in Neuroscience

Automating the Recognition of Stress and Emotion: From Lab to Real-World Impact

(2016) Rosalind W. Picard   IEEE MULTIMEDIA

Deep learning approach for active classification of electrocardiogram signals

(2016) M.M. Al Rahhal et al.   INFORMATION SCIENCES

Towards an automatic early stress recognition system for office environments based on multimodal measurements: A review

(2016) Ane Alberdi et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Measuring Bus Drivers’ Occupational Stress under Changing Working Conditions

(2014) Yevheniia Hlotova et al.   TRANSPORTATION RESEARCH RECORD

An adaptive filtering approach for electrocardiogram (ECG) signal noise reduction using neural networks

(2013) Suranai Poungponsri et al.   NEUROCOMPUTING

A Novel Approach for Motion Artifact Reduction in PPG Signals Based on AS-LMS Adaptive Filter

(2011) M. Raghu Ram et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Monitoring of mental workload levels during an everyday life office-work scenario

(2011) Burcu Cinaz et al.   Personal and Ubiquitous Computing

Discriminating Stress From Cognitive Load Using a Wearable EDA Device

(2009) C. Setz et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

The prevalence and socio-demographic correlations of depression, anxiety and stress among a group of university students

(2008) Nuran Bayram et al.   SOCIAL PSYCHIATRY AND PSYCHIATRIC EPIDEMIOLOGY