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All Journal Jurnal Penelitian Pembelajaran Fisika Jurnal Pendidikan Matematika (Jupitek)
Muhammad Kukuh
Fakultas Tarbiyah IAIN Sulthan Thaha Saifuddin Jambi
Education Mathematics Physics

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Analisis dan Pemetaan Mata Kuliah Bersyarat Program Studi Fisika Menggunakan BackPropagation Neural Network Gusmira, Eva; Kukuh, Muhammad; Ma'rufi, Arif
Jurnal Penelitian Pembelajaran Fisika Vol 13, No 2 (2022): SEPTEMBER 2022
Publisher : Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/jp2f.v13i2.12979

Abstract

This study aims to analyze and map the conditional courses at the Tadris Physics Study Program, Faculty of Tarbiyah and Teacher Training, Sulthan Thaha Saifuddin State Islamic University Jambi. This research is an applied science research, data analysis using quantitative descriptive technique. The data is in the form of documenting the value of the 2019/2020 Tadris Physics Study Program students. The research sample consisted of 11 sample subjects from 19 population subjects. The data is processed using Backpropagation Neural Network with Python programming language. Validation and accuracy of prediction results using Mean Absolute Percentage Error and determinant coefficient R Square. The prediction results of conditional courses obtained are accurate and valid with MAPE values 10% (very good) and R Square values close to 1. This study shows that the mapping of prerequisite courses set by the study program is appropriate, except for Basic Physics Courses. 2 (R 0.216) and Mathematics Physics Course I (R 0.50) require additional other prerequisite courses.Keywords: mapping; conditional courses, backpropagation neural network
STUDENTS' MATHEMATICAL LITERACY IN SOLVING HIGHER ORDER THINKING SKILL PROBLEMS ON MATRIX MATERIAL Yanti, Ili; Asiani, Rosi Widia; Kukuh, Muhammad
Jurnal Pendidikan Matematika (JUPITEK) Vol 5 No 2 (2022): Jurnal Pendidikan Matematika (JUPITEK)
Publisher : Program Studi Pendidikan Matematika FKIP Universitas Pattimura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/jupitekvol5iss2pp175-186

Abstract

This qualitative descriptive study aims to describe students' mathematical literacy skills in solving Higher Order Thinking Skills (HOTS) questions on matrix material. The method used in this research is qualitative method. The subjects of this study were 6 students of class XI IPA SMA Al-Azhar Jambi. The instrument used is the initial ability test which contains 5 items, the Higher Order Thinking Skills (HOTS) written test which contains 3 essay questions and interview guidelines. Data analysis techniques include domain, taxonomy and componential analysis. The results of this study are: 1) It shows that all subjects meet the communication indicators (except S6), S1, S2, S3, S4 almost meet the indicators of mathematization, problem solving strategies and the use of formal and symbolic language, technical and operational languages, S5 and S6 do not meet the three indicators, and 2) the factors that affect mathematical literacy skills are: students' perceptions of the importance of mathematics, self-confidence in mathematical abilities, teacher quality in teaching, teacher character in teaching, models, media, strategies, approaches used in teaching, learning, limited time in working, level of HOTS questions and student interest in solving problems.
Co-Authors Asiani, Rosi Widia Eva Gusmira Ma'rufi, Arif Yanti, Ili