a Record control number 000273638200003

a ISSN 1542-3980

a Original cataloging agency NEU GrandLibrary

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

a Classification number QA76

b Item number .B56 2010

a Personal name Khashman, Adnan,

h Medium Electronic Document

a Title Blood Cell Type Identification Using Different Emotional Neural Network Models.

c Statement of responsibility, etc Adnan Khashman.

a Place of publication, distribution, etc Philadelphia :

b Name of publisher, distributor, etc Old City Publishing Inc.,

c Date of publication, distribution, etc 2010.

a Summary, etc The thought that machines could have emotions has so far been unacceptable by humans. However, few decades ago the idea of machines with intelligence was also ridiculed, but today not only we have developed intelligent machines, but we are also exploring many areas for their application with great success. We have always overlooked the emotional factors during machine learning and decision making; however, it is quite conceivable to artificially model some emotions in machine learning. This paper presents four emotional neural network models (EmNNs) that are based on the emotional back propagation (EmBP) learning algorithm. The EmNNs have emotional weights and two emotional parameters; anxiety and confidence, which are updated during learning. The four EmNN models differ in their topologies as a result of different input data coding methods. The performance of the EmNN models when applied to a blood cell type identification problem will be evaluated. Experimental results show that the additional emotional parameters and weights in all four models improve the identification rate as well as the classification time.

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 Emotional neural network

a Topical term or geographic name as entry element EmBP

a Main entry heading Journal Of Multiple-Valued Logic And Soft Computing

g Relationship information 2010, Vol 16 Issue 1-2, p17-35

x International Standard Serial Number 15423980