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Title

MEASURING SERVICE QUALITY IN SERVICE-ORIENTED ARCHITECTURES USING A HYBRID PARTICLE SWARM OPTIMIZATION ALGORITHM AND ARTIFICIAL NEURAL NETWORK (PSO-ANN)

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Abstract

 WEB SERVICE COMBINATION IS AN IMPORTANT TASK PERFORMED IN DIFFERENT PHASES OF THE SERVICE-ORIENTED ARCHITECTURE LIFECYCLE. MEASURING SERVICE QUALITY BASED ON THE NON-FUNCTIONAL CHARACTERISTICS IS AN EXCEEDINGLY DIFFICULT TASK. THEREFORE, THIS PAPER PRESENTS A MULTILAYER PERCEPTRON ARTIFICIAL NEURAL NETWORK (MLPANN) TO PROVIDE A METHOD FOR MEASURING QUALITY OF SERVICE IN A SERVICE-ORIENTED ARCHITECTURE AND TO IMPROVE NETWORK PERFORMANCE. PARTICLE SWARM OPTIMIZATION (PSO) IS USED TO OPTIMIZE THE WEIGHTS OF THE NETWORK. FINALLY, OUR RESULTS ARE COMPARED TO THOSE OF A COMBINATION OF DIFFERENT EVOLUTION (DE) ALGORITHM AND MLPANN IN TERMS OF MEAN SQUARE ERROR (MSE), ROOT MEAN SQUARE ERROR (RMSE) AND STANDARD DEVIATION (STD). THE RESULTS DEMONSTRATE THE SUPERIORITY OF THE PROPOSED METHOD.

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    APA: Copy

    Zavvar, Mohammad, Garavand, Shole, Sabbagh, Esmaeel, REZAEI, MEYSAM, Khalili, Hajar, Zavvar, Mohammad Hossein, & MOTAMENI, HOMAYUN. (2017). MEASURING SERVICE QUALITY IN SERVICE-ORIENTED ARCHITECTURES USING A HYBRID PARTICLE SWARM OPTIMIZATION ALGORITHM AND ARTIFICIAL NEURAL NETWORK (PSO-ANN). INTERNATIONAL CONFERENCE ON WEB RESEARCH. SID. https://sid.ir/paper/946872/en

    Vancouver: Copy

    Zavvar Mohammad, Garavand Shole, Sabbagh Esmaeel, REZAEI MEYSAM, Khalili Hajar, Zavvar Mohammad Hossein, MOTAMENI HOMAYUN. MEASURING SERVICE QUALITY IN SERVICE-ORIENTED ARCHITECTURES USING A HYBRID PARTICLE SWARM OPTIMIZATION ALGORITHM AND ARTIFICIAL NEURAL NETWORK (PSO-ANN). 2017. Available from: https://sid.ir/paper/946872/en

    IEEE: Copy

    Mohammad Zavvar, Shole Garavand, Esmaeel Sabbagh, MEYSAM REZAEI, Hajar Khalili, Mohammad Hossein Zavvar, and HOMAYUN MOTAMENI, “MEASURING SERVICE QUALITY IN SERVICE-ORIENTED ARCHITECTURES USING A HYBRID PARTICLE SWARM OPTIMIZATION ALGORITHM AND ARTIFICIAL NEURAL NETWORK (PSO-ANN),” presented at the INTERNATIONAL CONFERENCE ON WEB RESEARCH. 2017, [Online]. Available: https://sid.ir/paper/946872/en

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    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
    مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources
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