Comparison of Conjugate Gradient methods for developing the multiple linear regression model for rubber yield in malaysia / Anis Shahida Rohimi Ozeman

Rohimi Ozeman, Anis Shahida (2018) Comparison of Conjugate Gradient methods for developing the multiple linear regression model for rubber yield in malaysia / Anis Shahida Rohimi Ozeman. Degree thesis, Universiti Teknologi MARA.

Abstract

Regression analysis is known as a statistical technique for estimating the relationship between variables which have reason and result relation. In this research, regression models with one dependent variable and more than one independent's variable called multiple linear regression (MLR) is been used to produce a regression model for rubber yield in Malaysia. Meanwhile, Conjugate Gradient (CG) method is used to solve regression parameter through the normal equation since it is a well-known method due to the simplicity, easiness and low memory requirement. The selected CG formulas are from classical CG which is Fletcher-Reeves (FR), Polak-Ribiere-Polyak (PRP), Hestenes-Stiefel (HS), and Rivaie et al. (RMIL). Then, the result from MLR, selected variants of CG method and inverse matrix method will be compared. Based on the result, beta coefficient of CG-FR proved to be best method to produce the best regression model with the least root mean square error value.

Metadata

Item Type: Thesis (Degree)
Creators:
CreatorsEmail / ID. Num
Rohimi Ozeman, Anis Shahida2015409326
Contributors:
ContributionNameID Num. / Email
Thesis advisorNorddin, Nur IdalisaUNSPECIFIED
Subjects: Q Science > QA Mathematics > Mathematical statistics. Probabilities
Q Science > QA Mathematics > Analysis
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Algorithms
Divisions: Universiti Teknologi MARA, Terengganu > Kuala Terengganu Campus > Faculty of Computer and Mathematical Sciences
Programme: Bachelor of Science (Hons) Computational Mathematics
Item ID: 39997
Uncontrolled Keywords: Regression ; Statistical Technique ; Conjugate Gradient ; Fletcher-Reeves ; Hestenes-Stiefel
URI: http://ir.uitm.edu.my/id/eprint/39997

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