a Record control number 000285370800003

a ISBN 0-893--6080-

a Original cataloging agency NEU GrandLibrary

a Language code of text/sound track or separate title eng

a Classification number QA76

b Item number .M63 2010

a Personal name Khashman, Adnan,

h Medium Electronic Document

a Title Modeling cognitive and emotional processes A novel neural network architecture.

c Statement of responsibility, etc Adnan Khashman.

a Place of publication, distribution, etc Oxford :

b Name of publisher, distributor, etc Pergamon-Elsevier Science Ltd.,

c Date of publication, distribution, etc 2010.

a Summary, etc 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 (C) 2010 Elsevier Ltd All rights reserved

a Topical term or geographic name as entry element Computer science

a Topical term or geographic name as entry element Near East University Article

a Topical term or geographic name as entry element Yakın Doğu Üniversitesi Makale

a Topical term or geographic name as entry element Artificial intelligence

a Topical term or geographic name as entry element Neurosciences

a Topical term or geographic name as entry element Emotional neural networks

a Main entry heading Neural Networks

g Relationship information DEC 2010, Vol 23 Issue 10, p1155-1163

x International Standard Serial Number 08936080

u Uniform Resource Identifier http://library.neu.edu.tr:2048/login?url=http://dx.doi.org/10.1016/j.neunet.2010.07.004