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

Journal of physics. Conference series, 2021-03, Vol.1811 (1), p.12079 [Peer Reviewed Journal]

2021. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. ;ISSN: 1742-6588 ;EISSN: 1742-6596 ;DOI: 10.1088/1742-6596/1811/1/012079

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  • Title:
    Ensemble Analysis of the Students Length of Study at University of Klabat Manado Indonesia
  • Author: Ananto, Niel ; Astuti, Ani Budi ; Efendi, Achmad
  • Subjects: Classification ; Colleges & universities ; Independent variables ; Training
  • Is Part Of: Journal of physics. Conference series, 2021-03, Vol.1811 (1), p.12079
  • Description: 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.
  • Publisher: Bristol: IOP Publishing
  • Language: English
  • Identifier: ISSN: 1742-6588
    EISSN: 1742-6596
    DOI: 10.1088/1742-6596/1811/1/012079
  • Source: Geneva Foundation Free Medical Journals at publisher websites
    Institute of Physics Open Access Journal Titles
    ProQuest Central
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