We apologize for a recent technical issue with our email system, which temporarily affected account activations. Accounts have now been activated. Authors may proceed with paper submissions. PhDFocusTM
CFP last date
20 December 2024
Reseach Article

Implementing Weibull Distribution to Generate Prediction Function for National Final Examination in Papua Province

by Halomoan Edy Manurung, Eko Sediyono, Irwan Sembiring
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 87 - Number 6
Year of Publication: 2014
Authors: Halomoan Edy Manurung, Eko Sediyono, Irwan Sembiring
10.5120/15213-3707

Halomoan Edy Manurung, Eko Sediyono, Irwan Sembiring . Implementing Weibull Distribution to Generate Prediction Function for National Final Examination in Papua Province. International Journal of Computer Applications. 87, 6 ( February 2014), 28-34. DOI=10.5120/15213-3707

@article{ 10.5120/15213-3707,
author = { Halomoan Edy Manurung, Eko Sediyono, Irwan Sembiring },
title = { Implementing Weibull Distribution to Generate Prediction Function for National Final Examination in Papua Province },
journal = { International Journal of Computer Applications },
issue_date = { February 2014 },
volume = { 87 },
number = { 6 },
month = { February },
year = { 2014 },
issn = { 0975-8887 },
pages = { 28-34 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume87/number6/15213-3707/ },
doi = { 10.5120/15213-3707 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:05:13.565037+05:30
%A Halomoan Edy Manurung
%A Eko Sediyono
%A Irwan Sembiring
%T Implementing Weibull Distribution to Generate Prediction Function for National Final Examination in Papua Province
%J International Journal of Computer Applications
%@ 0975-8887
%V 87
%N 6
%P 28-34
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

One of Indonesia government's program which is being implemented in the last ten years is to increase the education quality nationally. One of the education quality standards is final examination. Final examination is a concrete form of what the school has given before, during, and after the learning process, so the result of school policy in conducting learning process can be known from the national final examination score. Hence, the result of final examination is totally important to be analyzed and predicted based on the classification tested knowledge field. This thesis examines about the method for estimating the parameters of Weilbul distribution with likelihood estimation maximum method by using newton raphson iteration to the final examination score in Papua province. The result of this research is a distribution function which can be used to predict the next year national final examination score based on the previous condition and score that the students achieved. The function of the prediction that has been found before can be used to estimate what kind of condition can be applied to improve the learning quality so that the score of final examination will be better than before.

References
  1. Khuri, A. I. , 2003, Advanced Calculus WithApplicationsIn Statistics, second Edition, John Wiley & Sons.
  2. Agresti, A. , 1990, Categorical Data Analysis, John Wiley & Sons, Inc. , NewYork.
  3. The Office of the Republic of Indonesia, 2005, Government Regulations On National Education Standards, Secretariat of the Republic of Indonesia, Jakarta.
  4. Wahyudi,I and Sutikno, P. I. ,2011, "The Development Of Parameter Estimation On Hazard Rate Of TrivariateWeibull Distribution", american Journal of biostatistics, pp. 26-35.
  5. Danim S. , 2010, Introduction to Education, edition I, Bandung: Alfabeta, 2010.
  6. Lee, C. K. and M. J. Wen, 2009. A multivariate weibull distribution. Pak. J. Stat. Operat. Res. , 2: 55-66.
  7. Tai, Y. T. , Pearn, W. L. , Lee, J. H. ,2010, Cycle time estimation for semiconductor final testing processes with Weibull-distributed waiting time. International Journal of Production Research,50, No. 2, 581–592.
  8. Yang, W. Y. , et al. , 2005, Applied Numerical Methods using Matlab. John Wiley& Sons, Inc.
  9. Sutarsi, S. ,2008, Spline Regression Approach for Modeling the Value Unas Students of SMK Negeri 3 BuduranSidoarjo. (Unpublished final project). 10 November Institute of Technology, Surabaya.
  10. Farida, A. ,2008, Ordinal logistic regression analysis on a case study for the accreditation of vocational schools in East Java. (Unpublished final project). 10 November Institute of Technology, Surabaya.
  11. Wardani, Kusuma,C. ,2008, Application of Weibull Distribution for Determining the Reliability, Availability, Maintainability and Predictive Maintenance In Boiler Steam Generator System in PT. IPMOMI Paiton. (Unpublished final project). 10November Institute of Technology, Surabaya.
Index Terms

Computer Science
Information Sciences

Keywords

Weibull distribution Newton Raphson Iteration Method of Maximum Likelihood Estimation National Exam Score Papua Province Parameter Estimation Modeling