Operations Research
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
The EM algorithm for graphical association models with missing data
Computational Statistics & Data Analysis - Special issue dedicated to Toma´sˇ Havra´nek
Direct manipulation vs. interface agents
interactions
Learning in graphical models
Interpreting symptoms of cognitive load in speech input
UM '99 Proceedings of the seventh international conference on User modeling
Emotion and personality in a conversational agent
Embodied conversational agents
Toward Machine Emotional Intelligence: Analysis of Affective Physiological State
IEEE Transactions on Pattern Analysis and Machine Intelligence - Graph Algorithms and Computer Vision
User Modeling and User-Adapted Interaction
Models of attention in computing and communication: from principles to applications
Communications of the ACM
Proceedings of HCI International (the 8th International Conference on Human-Computer Interaction) on Human-Computer Interaction: Ergonomics and User Interfaces-Volume I - Volume I
Active Facial Tracking for Fatigue Detection
WACV '02 Proceedings of the Sixth IEEE Workshop on Applications of Computer Vision
Evaluation of the Relationship Between Emot,ional Concepts and Emotional Parameters on Speech
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97)-Volume 2 - Volume 2
Context-Sensitive Bayesian Classifiers and Application to Mouse Pressure Pattern Classification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
Combining Kalman Filtering and Mean Shift for Real Time Eye Tracking under Active IR Illumination
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
Pupil size variation as an indication of affective processing
International Journal of Human-Computer Studies - Application of affective computing in humanComputer interaction
Bayesian Artificial Intelligence
Bayesian Artificial Intelligence
SmartCar: Detecting Driver Stress
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 4
The Bayes Point Machine for computer-user frustration detection via pressuremouse
Proceedings of the 2001 workshop on Perceptive user interfaces
Probabilistic Combination of Multiple Modalities to Detect Interest
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
3D Face Pose Tracking From an Uncalibrated Monocular Camera
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Using Eye Region Biometrics to Reveal Affective and Cognitive States
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 5 - Volume 05
Real-Time Inference of Complex Mental States from Facial Expressions and Head Gestures
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 10 - Volume 10
Active and Dynamic Information Fusion for Facial Expression Understanding from Image Sequences
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eye Gaze Tracking under Natural Head Movements
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Looking Ahead to Select Tutorial Actions: A Decision-Theoretic Approach
International Journal of Artificial Intelligence in Education
Sensor selection for active information fusion
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Exploiting causal independence in Bayesian network inference
Journal of Artificial Intelligence Research
From facial expression to level of interest: a spatio-temporal approach
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Parameter adjustment in Bayes networks. the generalized noisy OR-gate
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Recursive noisy OR - a rule for estimating complex probabilistic interactions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Factors influencing the performance of Dynamic Decision Network for INQPRO
Computers & Education
Natural Language Engineering
Situation-Theoretic Analysis of Human Intentions in a Smart Home Environment
ICOST '09 Proceedings of the 7th International Conference on Smart Homes and Health Telematics: Ambient Assistive Health and Wellness Management in the Heart of the City
On assisting a visual-facial affect recognition system with keyboard-stroke pattern information
Knowledge-Based Systems
Affectively intelligent and adaptive car interfaces
Information Sciences: an International Journal
Object oriented architecture for affective multimodal e-learning interfaces
Intelligent Decision Technologies
Computer Vision and Image Understanding
Multi-modal biometric emotion recognition using classifier ensembles
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part I
Modelling stress recognition in conflict resolution scenarios
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Simple statistical inference algorithms for task-dependent wellness assessment
Computers in Biology and Medicine
Multimodal object oriented user interfaces in mobile affective interaction
Multimedia Tools and Applications
Multimodal behavioral analysis for non-invasive stress detection
Expert Systems with Applications: An International Journal
Understanding physiological responses to stressors during physical activity
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
The relationship between stress and conflict handling style in an ODR environment
JSAI-isAI'12 Proceedings of the 2012 international conference on New Frontiers in Artificial Intelligence
Development process of an affective bi-modal Intelligent Tutoring System
Intelligent Decision Technologies
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There is an increasing interest in developing intelligent human-computer interaction systems that can fulfill two functions-recognizing user affective states and providing the user with timely and appropriate assistance. In this paper, we present a general unified decision-theoretic framework based on influence diagrams for simultaneously modeling user affect recognition and assistance. Affective state recognition is achieved through active probabilistic inference from the available multi modality sensory data. User assistance is automatically accomplished through a decision-making process that balances the benefits of keeping the user in productive affective states and the costs of performing user assistance. We discuss three theoretical issues within the framework, namely, user affect recognition, active sensory action selection, and user assistance. Validation of the proposed framework via a simulation study demonstrates its capability in efficient user affect recognition as well as timely and appropriate user assistance. Besides the theoretical contributions, we build a non-invasive real-time prototype system to recognize different user affective states (stress and fatigue) from four-modality user measurements, namely physical appearance features, physiological measures, user performance, and behavioral data. The affect recognition component of the prototype system is subsequently validated through a real-world study involving human subjects.