کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1122985 1488527 2012 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Correct vs. accurate prediction: A comparison between prediction power of artificial neural networks and logistic regression in psychological researches
موضوعات مرتبط
علوم انسانی و اجتماعی علوم انسانی و هنر هنر و علوم انسانی (عمومی)
پیش نمایش صفحه اول مقاله
Correct vs. accurate prediction: A comparison between prediction power of artificial neural networks and logistic regression in psychological researches
چکیده انگلیسی

This is a comparative research, which was carried out to study the abilities of two prediction models in psychological researches; Logistic Regression (LR) versus Artificial Neural Networks (ANNs). Four hundred fifty six students were chosen randomly from one of the educational areas in Tehran (Iran). Eighteen psychological traits and five levels of adjustment were considered as predictor and predicted variables, respectively. According to the first assessment, the ANNs were more successful than LR. By reduction of the adjustment levels from five to three, this superiority of ANNs was changed in the favour of LR. So there are two definitions for the power of prediction: one refers to the correctness and the other to the accuracy of prediction.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia - Social and Behavioral Sciences - Volume 32, 2012, Pages 97-103