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Towards Human Stress and Activity Recognition: A Review and a First Approach Based on Low-Cost Wearables

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

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Detection of Subtle Stress Episodes During UX Evaluation: Assessing the Performance of the WESAD Bio-Signals Dataset
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Energy-Efficient Communication Using Data Aggregation and Data Compression Techniques in Wireless Sensor Networks: A Survey
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Measurement of Temperatures of the Human Body
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EEG Signal Processing
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The effectiveness of a wearable activity tracker (WAT)-based intervention to improve physical activity levels in sedentary older adults: A systematic review and meta-analysis
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Discrimination of simultaneous psychological and physical stressors using wristband biosignals
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Human body heat for powering wearable devices: From thermal energy to application
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Emotion Recognition from Physiological Signal Analysis: A Review
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Core affect, prototypical emotional episodes, and other things called emotion: Dissecting the elephant.
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A circumplex model of affect.
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Compendium of Physical Activities: an update of activity codes and MET intensities
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Human Daily and Sport Activity Recognition Using a Wearable Inertial Sensor Network
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Fog Computing: Survey of Trends, Architectures, Requirements, and Research Directions
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Towards Energy Efficiency in the Internet of Wearable Things: A Systematic Review
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An Easy-to-Use Multi-Source Recording and Synchronization Software for Experimental Trials
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CLAS: A Database for Cognitive Load, Affect and Stress Recognition
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Wavelet Based Empirical Approach to Mitigate the Effect of Motion Artifacts from EEG Signal
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A study on multiple wearable sensors for activity recognition
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EEG feature variations under stress situations
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Recognition physical activities with optimal number of wearable sensors using data mining algorithms and deep belief network
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Physical activity recognition using inertial wearable sensors — A review of supervised classification algorithms
inferredcites →https://doi.org/10.1109/icaes.2013.6659388openalex-snapshot
A low noise preamplifier and switched capacitor filter for heart-rate detection
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Emotion monitoring from physiological signals for service robots in the living space
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Automatic Stress Detection Using Wearable Sensors and Machine Learning: A Review
inferredcites →https://doi.org/10.1109/icce-taiwan49838.2020.9258050openalex-snapshot
Cloud-based Real-time and Remote Human Activity Recognition System using Wearable Sensors
inferredcites →https://doi.org/10.1109/icufn.2014.6876762openalex-snapshot
A wearable wireless body area network for human activity recognition
inferredcites →https://doi.org/10.1109/ie.2013.50openalex-snapshot
Wearable Recognition System for Physical Activities
inferredcites →https://doi.org/10.1109/ijcnn.2012.6252581openalex-snapshot
A wearable activity sensor system and its physical activity classification scheme
inferredcites →https://doi.org/10.1109/indicon45594.2018.8987001openalex-snapshot
Human Activity Recognition with Wearable Biomedical Sensors in Cyber Physical Systems
inferredcites →https://doi.org/10.1109/inss.2010.5573462openalex-snapshot
Collecting complex activity datasets in highly rich networked sensor environments
inferredcites →https://doi.org/10.1109/iscas.2018.8351076openalex-snapshot
Activity Recognition in Wearable ECG Monitoring Aided by Accelerometer Data
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Recent trends in energy management of wireless wearable bio sensor design
inferredcites →https://doi.org/10.1109/ismsit50672.2020.9255171openalex-snapshot
Classification of Hand-Based and Non-Hand-Based Physical Activities Using Wearable Sensors
inferredcites →https://doi.org/10.1109/iswc.2012.13openalex-snapshot
Introducing a New Benchmarked Dataset for Activity Monitoring
inferredcites →https://doi.org/10.1109/jbhi.2013.2253613openalex-snapshot
Human Daily Activity Recognition With Sparse Representation Using Wearable Sensors
inferredcites →https://doi.org/10.1109/jbhi.2017.2734803openalex-snapshot
Automatic Recognition of Activities of Daily Living Utilizing Insole-Based and Wrist-Worn Wearable Sensors
inferredcites →https://doi.org/10.1109/jbhi.2019.2963048openalex-snapshot
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inferredcites →https://doi.org/10.1109/jiot.2017.2750180openalex-snapshot
Mobile Edge Computing: A Survey
inferredcites →https://doi.org/10.1109/jsen.2019.2933917openalex-snapshot
An Open-Source Hardware Acquisition Platform for Physiological Measurements
inferredcites →https://doi.org/10.1109/jsen.2019.2962874openalex-snapshot
Consumer Grade EEG Measuring Sensors as Research Tools: A Review
inferredcites →https://doi.org/10.1109/jsen.2020.2984644openalex-snapshot
Real-Life Stress Level Monitoring Using Smart Bands in the Light of Contextual Information
inferredcites →https://doi.org/10.1109/jsen.2020.3015781openalex-snapshot
A Novel Multi-Stage Training Approach for Human Activity Recognition From Multimodal Wearable Sensor Data Using Deep Neural Network
inferredcites →https://doi.org/10.1109/jssc.2016.2605660openalex-snapshot
A Multi(bio)sensor Acquisition System With Integrated Processor, Power Management, $8 \times 8$ LED Drivers, and Simultaneously Synchronized ECG, BIO-Z, GSR, and Two PPG Readouts
inferredcites →https://doi.org/10.1109/mprv.2014.61openalex-snapshot
Biosignals for Everyone
inferredcites →https://doi.org/10.1109/mwc.2019.1800354openalex-snapshot
Intelligence at the Edge of Complex Networks: The Case of Cognitive Transmission Power Control
inferredcites →https://doi.org/10.1109/optronix.2019.8862427openalex-snapshot
Detailed Human Activity Recognition using Wearable Sensor and Smartphones
inferredcites →https://doi.org/10.1109/percom.2016.7456521openalex-snapshot
On-body localization of wearable devices: An investigation of position-aware activity recognition
inferredcites →https://doi.org/10.1109/spac.2017.8304292openalex-snapshot
Robust human activity recognition using lesser number of wearable sensors
inferredcites →https://doi.org/10.1109/tbme.1985.325532openalex-snapshot
A Real-Time QRS Detection Algorithm
inferredcites →https://doi.org/10.1109/tim.2010.2092872openalex-snapshot
Measurement of Torso Movement With Delay Mapping Using an Unobtrusive Pressure-Sensor Array
inferredcites →https://doi.org/10.1109/tim.2021.3091990openalex-snapshot
Shallow Convolutional Neural Networks for Human Activity Recognition Using Wearable Sensors
inferredcites →https://doi.org/10.1109/tmc.2018.2840153openalex-snapshot
Signal Processing of Multimodal Mobile Lifelogging Data Towards Detecting Stress in Real-World Driving
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The effectiveness of wearable technologies as physical activity interventions in weight control: A systematic review and meta‐analysis of randomized controlled trials
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inferredcites →https://doi.org/10.1136/bmjopen-2014-007447openalex-snapshot
Classification of accelerometer wear and non-wear events in seconds for monitoring free-living physical activity
inferredcites →https://doi.org/10.1139/jpn.0541openalex-snapshot
The Montreal Imaging Stress Task: using functional imaging to investigate the effects of perceiving and processing psychosocial stress in the human brain
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Energy-aware lossless data compression
inferredcites →https://doi.org/10.1145/3242969.3242985openalex-snapshot
Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection
inferredcites →https://doi.org/10.1145/3290607.3312784openalex-snapshot
"It sounds like she is sad"
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Wearable Physical Activity Tracking Systems for Older Adults—A Systematic Review
inferredcites →https://doi.org/10.1155/2020/8875426openalex-snapshot
EEG-Based Emotion Recognition: A State-of-the-Art Review of Current Trends and Opportunities
inferredcites →https://doi.org/10.1161/01.cir.101.23.e215openalex-snapshot
PhysioBank, PhysioToolkit, and PhysioNet
inferredcites →https://doi.org/10.1177/0954411920953031openalex-snapshot
Wearable sensing devices for upper limbs: A systematic review
inferredcites →https://doi.org/10.1177/2055668318771816openalex-snapshot
A review of wearable motion tracking systems used in rehabilitation following hip and knee replacement
inferredcites →https://doi.org/10.1186/1743-0003-11-2openalex-snapshot
Towards the development of a wearable feedback system for monitoring the activities of the upper-extremities
inferredcites →https://doi.org/10.1186/s12889-017-4888-1openalex-snapshot
Users’ experiences of wearable activity trackers: a cross-sectional study
inferredcites →https://doi.org/10.1186/s12938-018-0567-4openalex-snapshot
Human activity monitoring system based on wearable sEMG and accelerometer wireless sensor nodes
inferredcites →https://doi.org/10.1373/clinchem.2017.272369openalex-snapshot
Wearables for Promoting Physical Activity
inferredcites →https://doi.org/10.15446/dyna.v85n207.69405openalex-snapshot
Development an active electrodes system for acquisition and wireless transmission of electrocardiography signal lead II
inferredcites →https://doi.org/10.18494/sam.2021.3040openalex-snapshot
Evaluation of Effect of Music on Human Nervous System by Heart Rate Variability Analysis Using ECG Sensor
inferredcites →https://doi.org/10.2196/mhealth.9199openalex-snapshot
Wearable Activity Tracker Use Among Australian Adolescents: Usability and Acceptability Study
inferredcites →https://doi.org/10.23919/eusipco47968.2020.9287446openalex-snapshot
Emotional Response Analysis Using Electrodermal Activity, Electrocardiogram and Eye Tracking Signals in Drivers With Various Car Setups
inferredcites →https://doi.org/10.3389/fninf.2021.535542openalex-snapshot
Validation of Affect-tag Affective and Cognitive Indicators
inferredcites →https://doi.org/10.3390/app11188648openalex-snapshot
The Relationship between Stress Levels Measured by a Questionnaire and the Data Obtained by Smart Glasses and Finger Pulse Oximeters among Polish Dental Students
inferredcites →https://doi.org/10.3390/app7101101openalex-snapshot
UniMiB SHAR: A Dataset for Human Activity Recognition Using Acceleration Data from Smartphones
inferredcites →https://doi.org/10.3390/brainsci11020274openalex-snapshot
A Muscular and Cerebral Physiological Indices Assessment for Stress Measuring during Virtual Wheelchair Guidance
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A Wearable Inertial Measurement Unit for Long-Term Monitoring in the Dependency Care Area
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Physical Human Activity Recognition Using Wearable Sensors
inferredcites →https://doi.org/10.3390/s17071698openalex-snapshot
The Role of Heart-Rate Variability Parameters in Activity Recognition and Energy-Expenditure Estimation Using Wearable Sensors
inferredcites →https://doi.org/10.3390/s17102324openalex-snapshot
Electrodermal Activity Sensor for Classification of Calm/Distress Condition
inferredcites →https://doi.org/10.3390/s18113893openalex-snapshot
Identifying Free-Living Physical Activities Using Lab-Based Models with Wearable Accelerometers
inferredcites →https://doi.org/10.3390/s19030441openalex-snapshot
Activity-Aware Wearable System for Power-Efficient Prediction of Physiological Responses
inferredcites →https://doi.org/10.3390/s19071659openalex-snapshot
A Deep-Learning Model for Subject-Independent Human Emotion Recognition Using Electrodermal Activity Sensors
inferredcites →https://doi.org/10.3390/s19194079openalex-snapshot
Wearable-Based Affect Recognition—A Review
inferredcites →https://doi.org/10.3390/s19194242openalex-snapshot
Lower Limb Locomotion Activity Recognition of Healthy Individuals Using Semi-Markov Model and Single Wearable Inertial Sensor
inferredcites →https://doi.org/10.3390/s20010082openalex-snapshot
Comparing Clothing-Mounted Sensors with Wearable Sensors for Movement Analysis and Activity Classification
inferredcites →https://doi.org/10.3390/s20040970openalex-snapshot
A Wavelet Adaptive Cancellation Algorithm Based on Multi-Inertial Sensors for the Reduction of Motion Artifacts in Ambulatory ECGs
inferredcites →https://doi.org/10.3390/s21124210openalex-snapshot
Correlation Analysis of Different Measurement Places of Galvanic Skin Response in Test Groups Facing Pleasant and Unpleasant Stimuli
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Continuous Functional Activity Monitoring Based on Wearable Tri-axial Accelerometer and Gyroscope
inferredcites →https://doi.org/10.4258/hir.2015.21.4.315openalex-snapshot
Are Currently Available Wearable Devices for Activity Tracking and Heart Rate Monitoring Accurate, Precise, and Medically Beneficial?
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Emotions Detection based on a Single-electrode EEG Device
inferredcites →https://doi.org/10.5220/0010244600002865openalex-snapshot
Feature Extraction for Stress Detection in Electrodermal Activity

What points at this work

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

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Methodology for Smartwatch-Based Complex Human Activity Recognition in Production Systems
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Heartbeat detector from ECG and PPG signals based on wavelet transform and upper envelopes
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Stress monitoring using low-cost electroencephalogram devices: A systematic literature review
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From brain to movement: Wearables-based motion intention prediction across the human nervous system
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DSLC:Dual-Stream Latent Calibration for Wearable Emotion Recognition
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In-The-Wild Physiological-Based Stress Detection Using Federated Strategy
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Distracted Driver Detection and Driver Rating System using Deep Learning
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"That Student Should be a Lion Tamer!" StressViz: Designing a Stress Analytics Dashboard for Teachers
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Design for Dis/Ability: A Crip Inquiry into Personal Energy Tracking
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A scoping review on the use of consumer-grade EEG devices for research
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Smart bracelet for anxiety
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A Novel Optimized Hybrid Deep Learning Framework for Mental Stress Detection Using Electroencephalography
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Low-Noise Amplifier for Deep-Brain Stimulation (DBS)
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An Edge Computing Application of Fundamental Frequency Extraction for Ocean Currents and Waves
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