مقارنة الخوارزمية الجينية مع طريقتي المربعات الصغرى اللاخطية و الإمكان الأعظم لتقدير انموذج Boxbod اللاخطي باستخدام المحاكاة
Other Title(s)
Comparing the genetic algorithm with the two methods of nonlinear least squares and the greatest possibility to estimate the nonlinear boxBOD model using simulation
Joint Authors
Source
Issue
Vol. 42, Issue 122، ج. 2 (31 Dec. 2019), pp.545-555, 11 p.
Publisher
al-Mustansiriyah University College of Management and Economic
Publication Date
2019-12-31
Country of Publication
Iraq
No. of Pages
11
Main Subjects
Business Administration
Economy and Commerce
Topics
- Artificial intelligence
- Mathematical statistics
- Regression analysis
- Simulation methods
- Genetic algorithms
- Linear models(Statistics)
Abstract EN
In this research, one of the nonlinear regression models is studied, which is BoxBOD, which is characterized by nonlinear parameters, as the difficulty of this model lies inestimating its parameters for being nonlinear, as its parameters were estimated by sometraditional methods, namely the method of non-linear least squares and the greatestpossible method and one of the methods of artificial intelligence, it is a genetic algorithm, as this algorithm was based on two types of functions, one of which is the function of thesum of squares of error and the second is the function of possibility.
For comparisonbetween the methods used in the research, the comparison scale was based on the averageerror squares, and for the purpose of data generation, five linear models were used assimulation models.
The results of the first four models showed that the non-linear leastsquares method outperformed the rest of the methods used in the research.
As for theresults of the fifth simulated model, the genetic algorithm based on the function ofpossibility overtook the rest of the methods.
American Psychological Association (APA)
صباح منفي رضا ولازم، جاسم حسن. 2019. مقارنة الخوارزمية الجينية مع طريقتي المربعات الصغرى اللاخطية و الإمكان الأعظم لتقدير انموذج Boxbod اللاخطي باستخدام المحاكاة. مجلة الإدارة و الاقتصاد،مج. 42، ع. 122، ج. 2، ص ص. 545-555.
https://search.emarefa.net/detail/BIM-1090955
Modern Language Association (MLA)
صباح منفي رضا ولازم، جاسم حسن. مقارنة الخوارزمية الجينية مع طريقتي المربعات الصغرى اللاخطية و الإمكان الأعظم لتقدير انموذج Boxbod اللاخطي باستخدام المحاكاة. مجلة الإدارة و الاقتصاد مج. 42، ع. 122، ج. 2 (2019)، ص ص. 545-555.
https://search.emarefa.net/detail/BIM-1090955
American Medical Association (AMA)
صباح منفي رضا ولازم، جاسم حسن. مقارنة الخوارزمية الجينية مع طريقتي المربعات الصغرى اللاخطية و الإمكان الأعظم لتقدير انموذج Boxbod اللاخطي باستخدام المحاكاة. مجلة الإدارة و الاقتصاد. 2019. مج. 42، ع. 122، ج. 2، ص ص. 545-555.
https://search.emarefa.net/detail/BIM-1090955
Data Type
Journal Articles
Language
Arabic
Notes
-
Record ID
BIM-1090955