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PENGEMBANGAN PERANGKAT PEMBELAJARAN PROBLEM BASED LEARNING BERBANTUAN SOFTWARE GEOGEBRA DI SMP Tuti Asmiati; M. ikhsan; Muhammad Subianto
Jurnal Numeracy Vol 7 No 1 (2020)
Publisher : Program Studi Pendidikan Matematika, STKIP Bina Bangsa Getsempena

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (274.555 KB) | DOI: 10.46244/numeracy.v7i1.1036

Abstract

Learning to use the assisted PBL model Geogebra software can be used by teachers in learning as well as full of the requirements of 2013. However, the availability of Problem Based Learning software-assisted tools Geogebra software for system of two-variable linear equations material because the teacher has never been implemented. learning as expected. So it is necessary to develop a learning tool Problem Based Learning Software Geogebra assisted for system of two-variable linear equations material material. This research is intended to produce a mathematics learning tool with Geogebra assisted Problem Based Learning model that is valid, practical and effective. The research development model in this research is the development model of Plomp (2013) which consists of three stages, namely (1) initial investigation phase, (2) phase. The experimental subjects in this study were students of grade VIII MTsN Model Banda Aceh. Data completion method is done through expert validation sheet, learning result test, and student obsevation sheet. Validation results by available experts. Practical criteria are met based on the observer's assessment of the implementation of the learning has a good category and the average student activity shows very good criteria. The effectiveness criteria are met based on the results of group work on student worksheet, and the value of student learning outcomes is above the minimal completeness criteria. This study produced a product in the form of a learning device material for two-variable linear equation systems assisted by geogebra software for students of class VIII MTsN that are valid and practical and effective. Abstrak Pembelajaran berbasis pemecahan masalah dengan bantuan teknologi informasi sangat ditekankan dalam Kurikulum 2013. Pembelajaran dengan menggunakan model Problem Based Learning berbantuan Software geogebra dapat digunakan guru dalam pembelajaran serta memenuhi syarat kurikulum 2013. Namun, belum tersedianya perangkat pembelajaran Problem Based Learning berbantuan Software geogebra untuk materi Sistem Persamaan Linear Dua Variabel menyebabkan guru belum melaksanakan pembelajaran seperti yang diharapkan. Maka perlu dikembangkan sebuah perangkat pembelajaran Problem Based Learning berbantuan Software Geogebra untuk materi Sistem Persamaan Linear Dua Variabel. Penelitian ini bertujuan untuk menghasilkan perangkat pembelajaran matematika dengan model pembelajaran Problem Based Learning berbantuan Geogebra yang valid, praktis dan efektif. Model penelitian pengembangan dalam penelitian ini adalah model pengembangan Plomp (2013) yang terdiri atas tiga fase, yaitu (1) fase investigasi awal, (2) fase rancangan, dan (3) fase penilaian. Subjek uji coba dalam penelitian ini adalah siswa kelas VIII MTsN Model Banda Aceh. Metode pengumpulan data dilakukan melalui lembar validasi ahli, tes hasil belajar, dan lembar obsevasi siswa. Hasil validasi oleh ahli diperoleh bahwa perangkat pembelajaran yang dikembangkan memenuhi kriteria valid. Kriteria kepraktisan terpenuhi berdasarkan hasil penilaian pengamat terhadap keterlaksanaan pembelajaran memiliki kategori baik dan rata-rata aktivitas siswa menunjukkan kriteria sangat baik. Kriteria kefektifan terpenuhi berdasarkan nilai hasil kerja kelompok` pada Lembar Kerja Peserta Didik, dan nilai tes hasil belajar siswa berada di atas Kriteria Ketutasan Minimal. Penelitian ini menghasilkan produk berupa perangkat pembelajaran materi sistem persamaan linear dua variabel yang berbantuan software geogebra untuk siswa MTsN kelas VIII yang valid dan praktis dan efektif. Kata Kunci: Perangkat Pembelajaran, Sistem Persamaan Linear Dua Variabel, Software Geogebra
Peramalam Model ARFIMA-GPH dan Intervensi Multi Input pada Indeks Harga Perdagangan Besar Indonesia Vivi Dina Melani; Miftahuddin; Muhammad Subianto
ESTIMASI: Journal of Statistics and Its Application Vol. 3, No. 2, Juli, 2022 : Estimasi
Publisher : Hasanuddin University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20956/ejsa.vi.19683

Abstract

IHPBI is an early indicator in consumer price analysis. When inflation has occurred, Indonesia's economic stability begins to be disturbed, so in order to suppress inflation, the government raises interest rates and when the circulation of money begins to decrease. This study to see IHPBI in the next 3 years through forecasting using the ARFIMA method and multi-input intervention. This is done to find out the movement of the IHPBI over the next 3 years and to compare the two methods. The results obtained show that the selected model is ARFIMA(1,0.1579,0), the January 2009 intervention with ARIMA(1,1,1) of order (b=0, s=1, r=1) and November 2013 intervention with ARIMA(1,1,2) order (b=1, s=1, r=0). The IHPBI forecast for the next 3 years is increasing slowly every month
PEMILIHAN MODEL ARFIMA-GPH DAN INTERVENSI MULTI INPUT PADA INDEKS HARGA PERDAGANGAN BESAR INDONESIA Vivi Dina Melani; Miftahuddin Miftahuddin; Muhammad Subianto
Jurnal Gaussian Vol 11, No 2 (2022): Jurnal Gaussian
Publisher : Department of Statistics, Faculty of Science and Mathematics, Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/j.gauss.v11i2.33116

Abstract

IHPBI is an early indicator in consumer price analysis. When the IHPBI increases, it results in inflation. When inflation occurs, Indonesia's economic stability begins to be disturbed, so in order to suppress inflation, the government raises interest rates and when the circulation of money begins to decrease, the prices of goods and services will return to normal. This research to see IHPBI in the next 3 years through the ARFIMA method and multi-input intervention with the condition that the data must contain long memory and have an intervention pattern. This is done to determine the selected model, namely ARFIMA (1,d,0) with a d value of 0.1579, intervention in January 2009 with ARIMA (1,1,1) of order (b=0, s=1, r=1) and November 2013 intervention with ARIMA (1,1,2) order(b=1, s=1, r=0).
TEACHING MEDIA DEVELOPMENT OF MATHEMATIC IN THE MATERIALS TRIGONOMETRY SUM AND TWO ANGLES DIFFERENCE BY USING GUI MATLAB Cut Mulyawati; Salmawaty Salmawati; Muhammad Subianto; Reza Wafdan
Jurnal Natural Volume 17, Number 2, September 2017
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (593.941 KB) | DOI: 10.24815/jn.v17i2.7032

Abstract

Abstract. The aim of this research is to develop teaching media for mathematics specifically for materials on trigonometry using GUI Matlab. This media can be used as teaching and learning aid for students at senior high school, grade XI in the first semester. This learning media consists of instructions on how to use the media, learning materials, exercises and profile. The trigonometry materials which are discussed in this learning media consist of the sum and difference of two angles. The limitation on the angles that can be used are special angles in the interval -360o £ a,b £ 360o. The special angles are 0o, ±30o, ±45o, ±60o, ±90o, ±120o, ±135o, ±150o, ±180o, ±210o, ±225o, ±240o, ±270o, ±300o, ±315o, ±330o, and ±360o. The trigonometry functions such as sinus, cosine and as well as the operation addition (+) and subtraction (-) can be selected by hitting the appropriate button. Within each step, there is a check button and a next button to check the input true or false. If the value that entered incorrectly then the next step will not displayed and warning box will appear to report the location of error. Users have to fix the error in order to continue to the next step.  Keywords: teaching learning media, trigonometry, GUI Matlab
MATH INSTRUCTIONAL MEDIA DESIGN USING COMPUTER FOR COMPLETION OF TWO-VARIABLES LINEAR EQUATION SYSTEM BY ELIMINATION METHOD* Nurbaiti Nurbaiti; Salmawaty Salmawaty; Muhammad Subianto; Reza Wafdan
Jurnal Natural Volume 17, Number 1, March 2017
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (485.667 KB) | DOI: 10.24815/jn.v17i1.5968

Abstract

Abstract. Science and technology have been rapidly evolved in some fields of knowledge, including mathematics. Such development can contribute to improvements on the learning process that encourage students and teachers to enhance their abilities and performances. In delivering the material on the linear equation system with two variables (SPLDV), the conventional teaching method where teachers become the center of the learning process is still well-practiced. This method would cause the students get bored and have difficulties to understand the concepts they are learning. Therefore, in order to the learning of SPLDV easy, an interesting, interactive media that the students and teachers can apply is necessary. This media is designed using GUI MATLAB and named as students’ electronic worksheets (e-LKS). This program is intended to help students in finding and understanding the SPLDV concepts more easily. This program is also expected to improve students’ motivation and creativity in learning the material. Based on the test using the System Usability Scale (SUS), the design of interactive mathematics learning media of the linear equation system with Two Variables (SPLDV) gets grade B (excellent), meaning that this learning media is proper to be used for Junior High School students of grade VIII.Keyword: SPLDV, Learning Media, Students’ Electronic Worksheet (e-LKS) *Judul ini telah dipresentasikan pada Seminar Nasional: Indonesian Students Conference on Science and Mathematics(ISCSM) 11-12 November 2015, Banda Aceh Indonesia
PERANCANGAN MEDIA PEMBELAJARAN APLIKASI FISIKAPADA POKOK BAHASAN FLUIDA STATIS UNTUK SISWA SMA BERBASIS ANDROID Muhammad Iqbal; Yusrizal Yusrizal; Muhammad Subianto
Jurnal Pendidikan Sains Indonesia Vol 4, No 2 (2016): Oktober 2016
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (178.705 KB)

Abstract

Penelitian ini bertujuan untuk merancang sebuah media pembelajaran fisika pada pokok bahasan fluida statis yang dapat digunakan pada perangkat mobile berbasis android untuk menunjang pembelajaran siswa di dalam kelas. Penelitian ini termasuk ke dalam penelitian Research and Development (R D) yang digunakan untuk menghasilkan produk tertentu dan mengkaji permasalahan produk tersebut. Pembuatan aplikasi tersebut menggunakan perangkat lunakAndroid Studio versi 1.5. yang dijalankan pada sistem operasi Windows 8.1. Selanjutnya pengumpulan data dilakukan dengan melakukan wawancara terhadap evaluator dan dilanjutkan dengan mengisi angket heuristik untuk menemukan severityratings sesuai dengan 10 prinsip heuristik Nielsen. Evaluator sejumlah 30 orang berasal dari kalangan guru 80%, dosen 17% dan praktisi IT 3%, yang mengerti dan terbiasa menggunakan perangkat mobile berbasis android. Hasil dari evaluator menunjukkan bahwa hanya terdapat permasalahan minor pada kategori helpanddocumentation sehingga hanya perlu sedikit perbaikan dan penambahan.
PERBANDINGAN NILAI AKURASI PERAMALAN MODEL TERBAIK ARFIMA-GPH DAN INTERVENSI MULTI INPUT DALAM PERAMALAN IHPBI Miftahuddin Miftahuddin; Vivi Dina Melani; Muhammad Subianto; Indah Manfaati Nur
Jurnal Statistika Universitas Muhammadiyah Semarang Vol 10, No 1 (2022): Jurnal Statistika Universitas Muhammadiyah Semarang
Publisher : Department Statistics, Faculty Mathematics and Natural Science, UNIMUS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26714/jsunimus.10.1.2022.1-6

Abstract

Indeks Harga Perdagangan Besar Indonesia (IHPBI) diperlukan sebagai suatu penunjuk awal dalam analisis harga konsumen, dimana ketika terjadi inflasi maka stabilitas ekonomi Indonesia akan mulai terganggu. Sehingga untuk menekan laju inflasi pemerintah perlu mengambil suatu kebijakan menaikkan suku bunga sebagai satu solusi. Penelitian ini bertujuan untuk melihat IHPBI dalam 3 tahun ke depan melalui peramalan runtun waktumenggunakan metode ARFIMA-GPH dan intervensi multi input. Hal ini dilakukan untuk mengetahui pergerakan IHPBI selama 3 tahun kedepan dan untuk membandingkan kedua metode tersebut. Hasil yang diperoleh menunjukkan bahwa model yang dipilih adalah ARFIMA (1,d,0) dengan nilai d 0,1579, intervensi multi input pada Januari 2009 dengan ARIMA (1,1,1) orde (b=0, s=1, r=1 ) dan intervensi pada November 2013 dengan orde ARIMA (1,1,2) (b=1, s=1, r=0). Peramalan IHPBI untuk 3 tahun ke depan meningkat secara perlahan setiap bulannya. Metode terbaik berdasarkan perbandingan nilai akurasi peramalan adalah intervensi Januari 2013 dengan ARIMA(1,1,2) dan orde (b=1, s=1, r=0), memiliki nilai akurasi MAE dan MAPE terkecil, yaitu MAE sebesar 0,0119 dan MAPE sebesar 0,9079% yang menunjukkan bahwa metode dan model dalam peramalan sangat baik karena nilai akurasi model peramalan mendekati 0.PERBANDINGAN NILAI AKURASI PERAMALAN MODEL TERBAIK ARFIMA-GPH DAN INTERVENSI MULTI INPUT DALAM PERAMALAN IHPBI
MATH INSTRUCTIONAL MEDIA DESIGN USING COMPUTER FOR COMPLETION OF TWO-VARIABLES LINEAR EQUATION SYSTEM BY ELIMINATION METHOD* Nurbaiti Nurbaiti; Salmawaty Salmawaty; Muhammad Subianto; Reza Wafdan
Jurnal Natural Volume 17, Number 1, March 2017
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24815/jn.v17i1.5968

Abstract

Abstract. Science and technology have been rapidly evolved in some fields of knowledge, including mathematics. Such development can contribute to improvements on the learning process that encourage students and teachers to enhance their abilities and performances. In delivering the material on the linear equation system with two variables (SPLDV), the conventional teaching method where teachers become the center of the learning process is still well-practiced. This method would cause the students get bored and have difficulties to understand the concepts they are learning. Therefore, in order to the learning of SPLDV easy, an interesting, interactive media that the students and teachers can apply is necessary. This media is designed using GUI MATLAB and named as students’ electronic worksheets (e-LKS). This program is intended to help students in finding and understanding the SPLDV concepts more easily. This program is also expected to improve students’ motivation and creativity in learning the material. Based on the test using the System Usability Scale (SUS), the design of interactive mathematics learning media of the linear equation system with Two Variables (SPLDV) gets grade B (excellent), meaning that this learning media is proper to be used for Junior High School students of grade VIII.Keyword: SPLDV, Learning Media, Students’ Electronic Worksheet (e-LKS) *Judul ini telah dipresentasikan pada Seminar Nasional: Indonesian Students Conference on Science and Mathematics(ISCSM) 11-12 November 2015, Banda Aceh Indonesia
Application of SHAP on CatBoost classification for identification of variabels characterizing food insecurity occurrences in Aceh Province households MUHAMMAD SUBIANTO; INA YATUL ULYA; EVI RAMADHANI; BAGUS SARTONO; ALFIAN FUTUHUL HADI
Jurnal Natural Volume 23 Number 3, October 2023
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24815/jn.v23i3.33548

Abstract

Classification is the process of building a model that can distinguish between different classes of data. The model aims to predict the class of testing data based on patterns or relationships learned from training data. One of the data processing algorithms used to build classification models is Categorical Boosting (CatBoost). However, in general, the resulting models are difficult to interpret. To facilitate the interpretation of complex classification models, methods such as SHAP (SHapley Additive exPlanations) are needed. SHAP is a method to explain individual predictions. SHAP is based on the game theoretically optimal shapley values. In this study, an analysis of important SHAP variables was conducted on the CatBoost classification model to identify variables characterizing occurrences of food insecurity in households. The data used in this study was obtained from the Survei Sosial Ekonomi Nasional (Susenas) in March 2021 in Aceh Province, sourced from the Badan Pusat Statistik (BPS). There are 13,126 observations in the research data. The results from four evaluated classification models on the testing data showed that the best model had accuracy, sensitivity, specificity, and AUC values of 0.703, 0.349, 0.798, and 0.637, respectively. Furthermore, the results of the analysis of important SHAP variables showed that the variables number of household members who smoke ( ), education of the household head ( ), wall types ( ), drinking water source ( ), and decent sanitation ( ) significantly contributed to the occurrences of food insecurity in households in Aceh Province in the year 2021.
TEACHING MEDIA DEVELOPMENT OF MATHEMATIC IN THE MATERIALS TRIGONOMETRY SUM AND TWO ANGLES DIFFERENCE BY USING GUI MATLAB Cut Mulyawati; Salmawaty Salmawati; Muhammad Subianto; Reza Wafdan
Jurnal Natural Volume 17, Number 2, September 2017
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24815/jn.v17i2.7032

Abstract

Abstract. The aim of this research is to develop teaching media for mathematics specifically for materials on trigonometry using GUI Matlab. This media can be used as teaching and learning aid for students at senior high school, grade XI in the first semester. This learning media consists of instructions on how to use the media, learning materials, exercises and profile. The trigonometry materials which are discussed in this learning media consist of the sum and difference of two angles. The limitation on the angles that can be used are special angles in the interval -360o £ a,b £ 360o. The special angles are 0o, ±30o, ±45o, ±60o, ±90o, ±120o, ±135o, ±150o, ±180o, ±210o, ±225o, ±240o, ±270o, ±300o, ±315o, ±330o, and ±360o. The trigonometry functions such as sinus, cosine and as well as the operation addition (+) and subtraction (-) can be selected by hitting the appropriate button. Within each step, there is a check button and a next button to check the input true or false. If the value that entered incorrectly then the next step will not displayed and warning box will appear to report the location of error. Users have to fix the error in order to continue to the next step.  Keywords: teaching learning media, trigonometry, GUI Matlab