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Machine Learning Approaches to Automatic Stress Detection: A Review

https://doi.org/10.1109/aiccsa.2018.8612825
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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-642-29336-8_12openalex-snapshot
Activity-Aware Mental Stress Detection Using Physiological Sensors
inferredcites →https://doi.org/10.1109/acii.2013.117openalex-snapshot
Stress Recognition Using Wearable Sensors and Mobile Phones
inferredcites →https://doi.org/10.1109/bigdata.2015.7364066openalex-snapshot
Machine learning for stress detection from ECG signals in automobile drivers
inferredcites →https://doi.org/10.1109/cbms.2013.6627790openalex-snapshot
Stress detection from speech and Galvanic Skin Response signals
inferredcites →https://doi.org/10.1109/fg.2015.7284844openalex-snapshot
Person-specific behavioural features for automatic stress detection
inferredcites →https://doi.org/10.1109/icbme.2015.7404123openalex-snapshot
Machine learning-based signal processing using physiological signals for stress detection
inferredcites →https://doi.org/10.1109/icce.2017.7889247openalex-snapshot
Real-time mental stress detection based on smartwatch
inferredcites →https://doi.org/10.1109/icitcs.2015.7293017openalex-snapshot
Smart Wearable Band for Stress Detection
inferredcites →https://doi.org/10.1109/ie.2015.27openalex-snapshot
Automatic Detection of Perceived Stress in Campus Students Using Smartphones
inferredcites →https://doi.org/10.1109/iembs.2006.259421openalex-snapshot
Stress Detection in Computer Users Based on Digital Signal Processing of Noninvasive Physiological Variables
inferredcites →https://doi.org/10.1109/jbhi.2015.2446195openalex-snapshot
Automatic Stress Detection in Working Environments From Smartphones’ Accelerometer Data: A First Step
inferredcites →https://doi.org/10.1109/tits.2016.2617881openalex-snapshot
Wearable Glove-Type Driver Stress Detection Using a Motion Sensor
inferredcites →https://doi.org/10.1145/1520340.1520440openalex-snapshot
Detecting cognitive and physical stress through typing behavior
inferredcites →https://doi.org/10.1145/2370216.2370270openalex-snapshot
StressSense
inferredcites →https://doi.org/10.1145/2390256.2390292openalex-snapshot
"FaceLight"
inferredcites →https://doi.org/10.1145/2663204.2663239openalex-snapshot
Automatic Blinking Detection towards Stress Discovery
inferredcites →https://doi.org/10.1145/2875194.2875213openalex-snapshot
A Lifelog System for Detecting Psychological Stress with Glass-equipped Temperature Sensors
inferredcites →https://doi.org/10.1145/2968219.2968306openalex-snapshot
Continuous stress detection using a wrist device
inferredcites →https://doi.org/10.1145/2993148.2993200openalex-snapshot
On leveraging crowdsourced data for automatic perceived stress detection
inferredcites →https://doi.org/10.1145/3056540.3064956openalex-snapshot
Classification of Emotional Arousal During Multimedia Exposure
inferredcites →https://doi.org/10.1186/1475-925x-10-96openalex-snapshot
Nonlinear Heart Rate Variability features for real-life stress detection. Case study: students under stress due to university examination

What points at this work

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

inferred← citeshttps://doi.org/10.2139/ssrn.4485826openalex-extracted
Wearable Neurofeedback Acceptance Model: An Investigation within Academic Settings to Explore a Multimodal Framework for Student Stress and Anxiety Management
inferred← citeshttps://doi.org/10.1002/9781394305810.ch3openalex-snapshot
Identification of Stress in IT Employees by Image Processing Using Novel KNN Algorithm in Comparison of Accuracy with SVM
inferred← citeshttps://doi.org/10.1007/978-3-030-85623-6_7openalex-snapshot
A Systematic Review of Thermal and Cognitive Stress Indicators: Implications for Use Scenarios on Sensor-Based Stress Detection
inferred← citeshttps://doi.org/10.1007/978-3-031-13832-4_16openalex-snapshot
Comparison of Subjective and Physiological Stress Levels in Home and Office Work Environments
inferred← citeshttps://doi.org/10.1007/978-3-032-11442-6_31openalex-snapshot
Automatic Detection of Public Speaking Anxiety Through Linguistic Analysis
inferred← citeshttps://doi.org/10.1007/978-981-16-1056-1_8openalex-snapshot
Biosensor for Stress Detection Using Machine Learning
inferred← citeshttps://doi.org/10.1007/978-981-33-6546-9_32openalex-snapshot
Investigating the Role of Machine Learning in Detecting Psychological Tension
inferred← citeshttps://doi.org/10.1007/978-981-97-2550-2_36openalex-snapshot
Advancements in Machine Learning-Based Mental Health Prediction: A Comprehensive Review
inferred← citeshttps://doi.org/10.1007/s13755-024-00280-zopenalex-snapshot
Analyzing and identifying predictable time range for stress prediction based on chaos theory and deep learning
inferred← citeshttps://doi.org/10.1007/s42979-024-02730-7openalex-snapshot
Issues and Challenges in Detecting Mental Stress from Multimodal Data Using Machine Intelligence
inferred← citeshttps://doi.org/10.1016/j.matpr.2020.10.585openalex-snapshot
WITHDRAWN: Machine learning approach to find the abilities in a candidate for steady employment in engineering field: A literature survey
inferred← citeshttps://doi.org/10.1016/j.procs.2026.05.083openalex-snapshot
From Text to Multimodal Signals: A Comprehensive Review of Transformer-Based Stress Detection Models
inferred← citeshttps://doi.org/10.1038/s41598-024-78222-8openalex-snapshot
QuadTPat: Quadruple Transition Pattern-based explainable feature engineering model for stress detection using EEG signals
inferred← citeshttps://doi.org/10.1061/jccee5.cpeng-5665openalex-snapshot
Deep-Learning Domain Adaptation to Improve Generalizability across Subjects and Contexts in Detecting Construction Workers’ Stress from Biosignals
inferred← citeshttps://doi.org/10.1063/5.0218198openalex-snapshot
Design and implementation of a stress detection technique using bio signals and machine learning algorithms
inferred← citeshttps://doi.org/10.1063/5.0277342openalex-snapshot
An innovative method to detect human stress through sleep using KNN compared over logistic regression algorithm
inferred← citeshttps://doi.org/10.1109/access.2021.3085502openalex-snapshot
A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques
inferred← citeshttps://doi.org/10.1109/access.2021.3097038openalex-snapshot
The Feasibility of Wearable and Self-Report Stress Detection Measures in a Semi-Controlled Lab Environment
inferred← citeshttps://doi.org/10.1109/access.2023.3237545openalex-snapshot
Multimodal Hierarchical CNN Feature Fusion for Stress Detection
inferred← citeshttps://doi.org/10.1109/access.2025.3528518openalex-snapshot
Inducing and Assessing Acute Mental Stress in Controlled Conditions: Topical Review and Guidelines for Effective Experimental Protocols
inferred← citeshttps://doi.org/10.1109/csci58124.2022.00074openalex-snapshot
Stress Detection Using Physiological Signals Based On Machine Learning
inferred← citeshttps://doi.org/10.1109/i2itcon65200.2025.11210461openalex-snapshot
Integrating MLOps with Machine Learning for Predictive Student Stress Analysis
inferred← citeshttps://doi.org/10.1109/i2itcon65200.2025.11210505openalex-snapshot
Mindsphere: An AI-Driven Multimodal Framework for Personalized Mental Health Assessment
inferred← citeshttps://doi.org/10.1109/ibssc56953.2022.10037549openalex-snapshot
Prediction of Student's Wellbeing from Stress and Sleep Questionnaire data using Machine Learning Approach
inferred← citeshttps://doi.org/10.1109/icac3n60023.2023.10541696openalex-snapshot
Stress Detection using Machine Learning Techniques: A review
inferred← citeshttps://doi.org/10.1109/icaccs57279.2023.10113119openalex-snapshot
Impact of Stress During COVID-19 Pandemic
inferred← citeshttps://doi.org/10.1109/icacfct53978.2021.9837365openalex-snapshot
Identification of Anxiety and Depression Using DASS-21 Questionnaire and Machine Learning
inferred← citeshttps://doi.org/10.1109/icacrs55517.2022.10029150openalex-snapshot
Evaluation of Feature Selection and Multi-Class Prediction Methods For Metal Stress
inferred← citeshttps://doi.org/10.1109/icccnt56998.2023.10308089openalex-snapshot
Stress Detection Using Deep Learning Algorithms
inferred← citeshttps://doi.org/10.1109/iccece51280.2021.9342092openalex-snapshot
Hybrid driver monitoring system based on Internet of Things and machine learning
inferred← citeshttps://doi.org/10.1109/icces57224.2023.10192609openalex-snapshot
Novel Method for Detection of Stress in Employees using Hybrid Deep learning Models
inferred← citeshttps://doi.org/10.1109/icdcs54290.2022.9780795openalex-snapshot
Mental Stress Detection and Classification using SVM Classifier: A Pilot Study
inferred← citeshttps://doi.org/10.1109/iciem54221.2022.9853200openalex-snapshot
Stress Prediction in Indian School Students Using Machine Learning
inferred← citeshttps://doi.org/10.1109/jsen.2023.3314718openalex-snapshot
Stress Detection via Multimodal Multitemporal-Scale Fusion: A Hybrid of Deep Learning and Handcrafted Feature Approach
inferred← citeshttps://doi.org/10.1109/macs56771.2022.10023067openalex-snapshot
Retracted: Accurate Detection of Human Stress with Heart Rate and Blood Pressure Data using Artificial Neural Network Algorithm in Comparison with Random Forest Algorithm
inferred← citeshttps://doi.org/10.1109/rait65068.2025.11089379openalex-snapshot
Mental Health Monitoring Device
inferred← citeshttps://doi.org/10.1109/taffc.2025.3648937openalex-snapshot
Group-Aware Personalized Stress Detection Based on Surveillance Videos
inferred← citeshttps://doi.org/10.1145/3329189.3329233openalex-snapshot
An Overview of the Feasibility of Permanent, Real-Time, Unobtrusive Stress Measurement with Current Wearables
inferred← citeshttps://doi.org/10.1145/3529190.3534729openalex-snapshot
We’ve never been eye to eye: A Pupillometry Pipeline for the Detection of Stress and Negative Affect in Remote Working Scenarios
inferred← citeshttps://doi.org/10.1145/3632634.3655878openalex-snapshot
A Comprehensive Approach to Early Detection of Workplace Stress with Multi-Modal Analysis and Explainable AI
inferred← citeshttps://doi.org/10.1145/3664647.3680584openalex-snapshot
Integrating Content-Semantics-World Knowledge to Detect Stress from Videos
inferred← citeshttps://doi.org/10.17148/ijarcce.2023.121019openalex-snapshot
A Review on Stress type Analysis using Machine Learning
inferred← citeshttps://doi.org/10.2196/52622openalex-snapshot
The Performance of Wearable AI in Detecting Stress Among Students: Systematic Review and Meta-Analysis
inferred← citeshttps://doi.org/10.28991/esj-2021-01267openalex-snapshot
Overview of Biosignal Analysis Methods for the Assessment of Stress
inferred← citeshttps://doi.org/10.31893/multirev.2026061openalex-snapshot
Unveiling the Nexus: A bibliometric review of mental stress detection in students
inferred← citeshttps://doi.org/10.3389/fpubh.2026.1894346openalex-snapshot
A nurse-centered edge–server wearable system for real-time monitoring of occupational stress in clinical care
inferred← citeshttps://doi.org/10.3390/app13158902openalex-snapshot
Photoplethysmographic Signal-Diffusive Dynamics as a Mental-Stress Physiological Indicator Using Convolutional Neural Networks
inferred← citeshttps://doi.org/10.3390/diagnostics10050292openalex-snapshot
An Effective Mental Stress State Detection and Evaluation System Using Minimum Number of Frontal Brain Electrodes
inferred← citeshttps://doi.org/10.3390/make8090255openalex-snapshot
Exploring EEG-Guided Virtual Reality-Based Attention Training for Stress Detection and Reduction: A Machine Learning Approach
inferred← citeshttps://doi.org/10.3390/s19133021openalex-snapshot
Deep ECG-Respiration Network (DeepER Net) for Recognizing Mental Stress
inferred← citeshttps://doi.org/10.4018/979-8-3693-2841-5.ch003openalex-snapshot
Fluctuation of Emotion in Stress and Different Coping Mechanisms During the COVID-19 Pandemic
inferred← citeshttps://doi.org/10.4018/979-8-3693-5261-8.ch016openalex-snapshot
Trustworthy AI in Healthcare
inferred← citeshttps://doi.org/10.54367/jtiust.v7i1.1916openalex-snapshot
Klasifikasi Human Stress Menggunakan Adagrad Optimization untuk Arsitektur Deep Neural Network
inferred← citeshttps://doi.org/10.55041/ijsrem35132openalex-snapshot
Stress-Level Detection Using RepVGG Neural Network
inferred← citeshttps://doi.org/10.61453/jods.v2024no59openalex-snapshot
Stress Net: Multimodal Stress Detection using ECG and EEG Signals
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