Evaluation of the appeal of website design to a target group with the aid of artificial neural network software
Evaluation of the appeal of website design to a target group with the aid of artificial neural network software
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Izdanje: Synthesis 2015 - International Scientific Conference of IT and Business-Related Research
Apstrakt:
This paper presents the method of using an artificial neural network to evaluate the appeal of website design and layout to members of a target group, with the design being defined according to predefined parameters describing section properties. We have trained the neural network with a training set based on the survey participants’ website design evaluations. For the purpose of project implementation, we have utilized an open source JavaScript library for neural network simulation and our own implementation of a dynamic website preview generator. The paper presents a derivative application that uses the trained neural network to generate suggested website designs and their feature parameters that are likely to be appealing to the members of the target group matching the survey participants.
Ključne reči: artificial neural network, website design, JavaScript, machine learning.
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@article{article, author = {M. Tair and M. Petrović}, title = {Evaluation of the appeal of website design to a target group with the aid of artificial neural network software}, journal = {Synthesis 2015 - International Scientific Conference of IT and Business-Related Research}, year = 2015, doi = {10.15308/Synthesis-2015-27-31} }
RT Conference Proceedings A1 Milan Tair A1 Marko Petrović T1 Evaluation of the appeal of website design to a target group with the aid of artificial neural network software AD International Scientific Conference Sinteza, Beograd, Srbija YR 2015 NO doi: 10.15308/Synthesis-2015-27-31
M. Tair and M. Petrović, Evaluation of the appeal of website design to a target group with the aid of artificial neural network software, International Scientific Conference Sinteza, 2015, doi:10.15308/Synthesis-2015-27-31