Prediction of marital satisfaction based on personality factors: Comparison of artificial neural network and regression Method

Publish Year: 1389
نوع سند: مقاله ژورنالی
زبان: English
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شناسه ملی سند علمی:

JR_BEHAVS-4-3_002

تاریخ نمایه سازی: 28 مرداد 1402

Abstract:

Introduction: It is essential to suggest a model which will be able to guide researchers to best predictions in future studies by precise evaluation of new, highly capable predicor models along with comparing them to current statistical methods and finding their strong and weak points. The purpose of this study was comparison of Artificial Neural Networks and Regression methods in prediction of marital satisfaction on the based on personality characteristics.   Method: This correlation study was performed on ۳۰۰ spouses residing in ۳ university dormitories of Tehran, who were selected by random multi-stage sampling method in year ۲۰۰۸. Data was collected by NEO-Five Factor Inventory and ENRICH Inventory questionnaires and was analyzed using Multi Layer Perseptron Artificial Neural Network, multiple regression analyses, correlation analyses and independent t-test by MATLAB ۶.۵ and SPSS ۱۶ softwares.   Results : Artificial Neural Network was more successful than regression methods in prediction of marital satisfaction based on personality characteristics (p

Keywords:

Keywords: Marital Satisfaction , Personality factors , Multiple regression , Multi Layer Perseptron (MLP) , Artificial neural network (ANN)