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Perbandingan Metode Decision Tree Dan K-Nearest Neighbor Terhadap Ulasan Pengguna Aplikasi Mypertamina Menggunakan Confusion Matrix Syahril, Ade; Cahyana, Yana; Kusumaningrum, Dwi Sulistya; Rohana, Tatang
Journal of Information System Research (JOSH) Vol 5 No 4 (2024): Juli 2024
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v5i4.5639

Abstract

The large number of vehicles in Indonesia makes fuel oil (BBM) very important, especially for cars and motorbikes. The Indonesian government works closely with PT Pertamina Persero and requires transactions using the MyPertamina application to ensure that fuel subsidies are properly targeted. However, the MyPertamina app has received mixed feedback and criticism from users, such as complaints about frequent bugs, instability of the app during use and difficulties in the registration or login process. User feedback on the app has been both positive and negative. Users also provided their ratings and reviews on the Google Play Store. The purpose of this research is to analyse the opinions of MyPertamina application user comments and compare the accuracy of the Decision Tree and K-Nearest Neighbor algorithms. This research includes scraping, text preprocessing, weighting, algorithm implementation and evaluation. The data used was obtained from Google Play Store as much as 10,000 data based on the latest reviews, after data cleaning such as removing duplicate data and missing values obtained 8,072 reviews. The data is then grouped into positive classes (2,506 reviews) and negative classes (5,566 reviews), with more negative data. The classification results using the Decision Tree and K-NN methods, it is known that the Decision Tree method has a higher accuracy of 83%, while K-NN method is 58%. This finding indicates that the Decision Tree method is more effective in analysing user reviews of the MyPertamina application compared to the K-NN method.
Mengintegrasikan Prinsip Pembangunan Berkelanjutan dalam Pembelajaran Matematika untuk Merangsang Keterampilan Berkelanjutan pada Generasi Mendatang Kusumaningrum, Dwi Sulistya; Lestari, Santi Arum Puspita; Nurapriani, Fitria; Dwi Sulistya
Jurnal Rekayasa Sistem Industri Vol. 13 No. 1 (2024): Jurnal Rekayasa Sistem Industri
Publisher : Universitas Katolik Parahyangan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26593/jrsi.v13i1.7167.1-10

Abstract

This research constitutes a literature review employing a qualitative approach, analyzing scholarly articles, books, and other documents related to sustainable development. This article aims to summarize and analyze previous studies concerning sustainable development in the context of mathematics education, as well as strategies that can be employed to integrate the principles of sustainable education. Integrating the principles of sustainable development into education, including mathematics education, is crucial in fostering a more environmentally responsible society and promoting sustainability across all sectors. However, its implementation remains limited. Educators face various challenges, including a lack of time, resources, and understanding of sustainable education, along with a dearth of supportive teaching materials. The principles of sustainable development can serve as a framework for developing curricula and teaching practices that are more sustainable. Educators can select mathematical problems related to environmental or social issues, discuss relevant mathematical concepts in connection with these problems, and help students comprehend the impact of mathematical decisions on the environment and society. Integrating the principles of sustainable development into mathematics education not only aids in producing a generation with sustainable skills but also motivates students to learn mathematics in more engaging and meaningful ways. A learning approach centered around sustainable development can be an effective way to prepare students for a sustainable future. The article also underscores the necessity for curriculum development, training, and professional advancement for educators.
Penggunaan aplikasi matematika interaktif dalam proses pembelajaran bagi siswa SMP Lestari, Santi Arum Puspita; Kusumaningrum, Dwi Sulistya; Nurapriani, Fitria; Rahmat, Rahmat
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 8, No 2 (2024): June
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v8i2.23384

Abstract

AbstrakKemampuan untuk memanfaatkan teknologi digital menjadi sangat penting di era globalisasi dan kemajuan teknologi informasi saat ini, tidak hanya untuk individu tetapi juga untuk keberlangsungan berbagai sektor usaha dan industri. Menyadari pentingnya keterampilan digital, terutama di kalangan generasi muda, sekolah dipandang perlu mengintegrasikan pendidikan kewirausahaan dengan teknologi digital dalam kurikulum dan kegiatan ekstrakurikuler. Mitra dalam kegiatan pengabdian kepada masyarakat ini adalah SMA Kristen Palangka Raya. Terdapat beberapa permasalahan prioritas antara lain: kurangnya variasi kegiatan kewirausahaan yang dapat mengakomodir minat, bakat dan karakteristik siswa; kurangnya pengetahuan tentang pemanfaatan platform digital Canva untuk tujuan bisnis; kurangnya keterampilan tentang manajemen produksi suatu produk kewirausahaan berbasis digital. Berdasarkan permasalahan tersebut, kegiatan pengabdian ini bertujuan memberikan edukasi, berbagi pengetahuan kepada siswa dan guru tentang esensi kewirausahaan, pemanfaatan platform digital Canva untuk tujuan bisnis dan manajamen dasar kewirausahaan berbasis digital. Kegiatan ini melibatkan 23 orang siswa dan 4 orang guru sebagai peserta. Metode pelaksanaan melalui pelatihan dan pendampingan dengan teknik ceramah, tanya jawab, demonstrasi, tutorial dan praktik. Diperoleh hasil utama yaitu terjadinya peningkatan pengetahuan dan keterampilan siswa sebanyak 38,28%. Sedangkan hasil tambahannya adalah terciptanya prototype produk yang bernilai jual dari para siswa. Kata kunci: pelatihan; kewirausahaan digital; canva; manajemen; minat kewirausahaan. AbstrackThe ability to utilize digital technology has become crucial in the era of globalization and the advancement of information technology today, not only for individuals but also for the sustainability of various business and industrial sectors. Recognizing the importance of digital skills, especially among the younger generation, schools are seen as needing to integrate entrepreneurship education with digital technology into the curriculum and extracurricular activities. The partner in this community service activity is SMA Kristen Palangka Raya. There are several priority issues, including: the lack of variety in entrepreneurship activities that can accommodate the interests, talents, and characteristics of students; the lack of knowledge about utilizing the digital platform Canva for business purposes; and the lack of skills in managing the production of a digital-based entrepreneurial product. Based on these issues, this community service activity aims to provide education, share knowledge with students and teachers about the essence of entrepreneurship, the utilization of the digital platform Canva for business purposes, and basic management of digital-based entrepreneurship. This activity involves 23 students and 4 teachers as participants. The implementation methods include training and mentoring through lectures, Q&A sessions, demonstrations, tutorials, and practice. The main result obtained is an increase in students' knowledge and skills by 38.28%. Meanwhile, the additional result is the creation of prototype products with market value by the students. Keywords: training; digital entrepreneurship; canva; management; entrepreneurial interest.