Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
The role of emotion in believable agents
Communications of the ACM
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Emotion model for life-like agent and its evaluation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Metalearning and neuromodulation
Neural Networks - Computational models of neuromodulation
FLAME—Fuzzy Logic Adaptive Model of Emotions
Autonomous Agents and Multi-Agent Systems
ICALT '01 Proceedings of the IEEE International Conference on Advanced Learning Technologies
Face Recognition Using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction: 'Emotion and brain: Understanding emotions and modelling their recognition'
Neural Networks - Special issue: Emotion and brain
2005 Special Issue: Emotion understanding from the perspective of autonomous robots research
Neural Networks - Special issue: Emotion and brain
Emotional agents: A modeling and an application
Information and Software Technology
Emotion in Decision Making under Uncertainty and Cognitive Control: A Computational Framework
ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 02
Application of an emotional neural network to facial recognition
Neural Computing and Applications
2009 Special Issue: Language and cognition
Neural Networks
Neuroscience: new insights for AI?
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Face recognition using a neural network simulating olfactory systems
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Face recognition using neural networks and pattern averaging
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Parts-Based holistic face recognition with RBF neural networks
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Neural affective decision theory: Choices, brains, and emotions
Cognitive Systems Research
Face Recognition Using an Enhanced Independent Component Analysis Approach
IEEE Transactions on Neural Networks
Theoretical aspects of mapping to multidimensional optimal regions as a multi-classifier
Intelligent Data Analysis
| Hi-index | 0.00 |
In our continuous attempts to model natural intelligence and emotions in machine learning, many research works emerge with different methods that are often driven by engineering concerns and have the common goal of modeling human perception in machines. This paper aims to go further in that direction by investigating the integration of emotion at the structural level of cognitive systems using the novel emotional DuoNeural Network (DuoNN). This network has hidden layer DuoNeurons, where each has two embedded neurons: a dorsal neuron and a ventral neuron for cognitive and emotional data processing, respectively. When input visual stimuli are presented to the DuoNN, the dorsal cognitive neurons process local features while the ventral emotional neurons process the entire pattern. We present the computational model and the learning algorithm of the DuoNN, the input information-cognitive and emotional-parallel streaming method, and a comparison between the DuoNN and a recently developed emotional neural network. Experimental results show that the DuoNN architecture, configuration, and the additional emotional information processing, yield higher recognition rates and faster learning and decision making.