Proceedings of the 2nd International Conference on Education, ICE 2019, 27-28 September 2019, Universitas Muhammadiyah Purworejo, Indonesia

Research Article

The Analysis of Major Interest State Senior High SchoolthroughLogistic Regressionand K-Nearst Neighbor

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  • @INPROCEEDINGS{10.4108/eai.28-9-2019.2291097,
        author={Tiani Wahyu Utami and Testiana Deni Wijayatiningsih and Martyana  Prihaswati and Abdul  Karim},
        title={The Analysis of Major Interest State Senior High SchoolthroughLogistic Regressionand  K-Nearst Neighbor },
        proceedings={Proceedings of the 2nd International Conference on Education, ICE 2019, 27-28 September 2019, Universitas Muhammadiyah Purworejo, Indonesia},
        publisher={EAI},
        proceedings_a={ICE},
        year={2020},
        month={2},
        keywords={senior high school major logistic regression k-nn},
        doi={10.4108/eai.28-9-2019.2291097}
    }
    
  • Tiani Wahyu Utami
    Testiana Deni Wijayatiningsih
    Martyana Prihaswati
    Abdul Karim
    Year: 2020
    The Analysis of Major Interest State Senior High SchoolthroughLogistic Regressionand K-Nearst Neighbor
    ICE
    EAI
    DOI: 10.4108/eai.28-9-2019.2291097
Tiani Wahyu Utami1,*, Testiana Deni Wijayatiningsih1, Martyana Prihaswati1, Abdul Karim2
  • 1: Universitas Muhammaddiyah Semarang
  • 2: Universitas Islam Negeri Wali Songo
*Contact email: tianiutami@unimus.ac.id

Abstract

Education is a conscious and planned effort to create a learning atmosphere and learning process so that learners are actively developing their potential. At the high school level, learners will follow a major interest. Majors interest is conducted to provide students with opportunities to choose the subject of interest, deepen the subject matter and develop their potential in a flexible range. The State High School 1 Salemopened 2 majors for the continuity of the students’ learning process, namely Science andSocial.The factors that influence the learners in majors interest namely internal factors and external factors.The research variable used are the major interest as the response variable and seven predictor variables.The seven predictor variables consist of the math national examination score, science national examination score, language national examination score, the relationship of students and their friends, the relationship of students and their teachers, the relationship of students and their family, and self motivation. The classification analysis method used are binary logistic regression and K-NN.Based on the results obtained from logistic regression, the alleged factor to affect the majors’ interest at state Senior High School are the score of Science National Examination and the students’ relationship with their friends. The interest classification system of State High School 1 Salem which resulted from binary logistic regression method has a precision is73.7%