Klabat Journal of Management
Vol 2 No 2 (2021): Klabat Journal of Management

Ensemble Analysis of the Students Length of Study at University of Klabat Manado Indonesia

Niel Ananto (Faculty of Business and Economic, Klabat University)



Article Info

Publish Date
30 Sep 2021

Abstract

The purpose of this study is to classify the student's length of study based on the status of graduating on time or not on time based on several independent variables observed, namely gender, Grade Point Average (GPA), place of residence, type of parents occupation and school origin. The statistics used in this study is non-parametric statistics with a classification analysis method. The classification analysis is to find a training set model of the training set that distinguishes records into appropriate categories or classes. The method used is classification using ensemble techniques. The basic principle of the ensemble method is to develop a set of models from training data and combine a set of models to determine the final classification. The final classification is based on the largest collection of votes from a combination of a set of models. To get the best combination of models, the ensemble method enables the use of several different classification models. The ensemble method used in this study is Bagging and Boosting. Keywords: Ensemble Analysis, Classification, Bagging, Boosting, Students Length of Study, Indonesia.

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Journal Info

Abbrev

kjm

Publisher

Subject

Economics, Econometrics & Finance Social Sciences

Description

Klabat Journal of Management (KJM) offers a wide-ranging and widespread analysis of all surfaces of management and science. Published two times per year, it delivers an emphasis on universal proficiency in the vital methods, techniques, and areas of research; presents an opportunity for its readers ...