Analisis Algoritma K-Nearest Neighbor dan Naive Bayes pada Kebijakan Perkuliahan Online dengan Multi Bahasa
(Putri Nabila, Farid Wajidi, Wawan Firgiawan)
DOI : 10.62411/tc.v24i2.12656
- Volume: 24,
Issue: 2,
Sitasi : 0 20-May-2025
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| Last.31-Jul-2025
Abstrak:
Kemajuan teknologi informasi mendorong perubahan sistem pendidikan, termasuk kebijakan perkuliahan online sejak pandemi COVID-19. Penelitian ini menganalisis sentimen mahasiswa terhadap kebijakan tersebut menggunakan pendekatan multibahasa dengan algoritma K-Nearest Neighbor (KNN) dan Naïve Bayes. Adapun aspek pembeda penelitian ini adalah penggunaan data dari bahasa Indonesia dan bahasa daerah Sulawesi Barat, yaitu bahasa Mandar, yang menambah kompleksitas tahap preprocessing. Data dikumpulkan melalui kuesioner yang menghasilkan 1.680 opini mahasiswa, dan setelah tahap preprocessing menghasilkan 1.679 data yang siap dianalisis. Hasil klasifikasi menunjukkan algoritma K-Nearest Neighbor terdapat 1002 kategori positif dan 677 kategori negatif. Kemudian pada algoritma Naïve Bayes terdapat 1020 kategori positif dan 659 kategori negatif. Berdasarkan hasil klasifikasi, mayoritas opini bersifat positif, mencerminkan bahwa mahasiswa menerima adanya kebijakan tersebut. Hasil evaluasi melalui confusion matrix serta K-Fold Cross Validation menunjukkan bahwa pendekatan klasifikasi Naïve Bayes mengungguli KNN dengan accuracy 74.87%, precision 74.92%, recall 74.87%, dan f1-score 74.64%. Sementara itu, KNN mencatat accuracy 72.84%, precision 72.80%, recall 72.84%, dan f1-score 72.67%. Hal tersebut mengindikasikan bahwa Naïve Bayes mempunyai kemampuan generalisasi yang lebih unggul pada konteks data teks multibahasa yang kompleks. Penelitian ini menyoroti pentingnya strategi evaluasi dan teknik preprocessing yang sesuai dalam klasifikasi sentimen multibahasa.
Kata Kunci - Analisis Sentimen, K-Nearest Neighbor, Multi Bahasa, Naïve Bayes; Perkuliahan Online.
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Implementasi Projek Emanhot (Edukasi Menanam Hortikultura) untuk Menumbuhkan Kepedulian Lingkungan pada Siswa Kelas 1 SD Negeri 1 Winduhaji
(Eva Putri Puspitasari, Fanisa Salsabilla, Farid Al Pajri)
DOI : 10.62951/panggungkebaikan.v2i2.1396
- Volume: 2,
Issue: 2,
Sitasi : 0 16-May-2025
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| Last.27-Jul-2025
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The EMANHOT programme (Education in Horticultural Planting) aims to instil environmental awareness in grade 1 students of Winduhaji State Elementary School 1 through a contextual and project-based learning approach. The method used is descriptive qualitative, with the research subjects being 45 students from classes 1A and 1B. Activities range from initial education about the benefits of plants, direct planting practices, to monitoring and reflection. The results show a significant increase in student involvement in caring for the plants, as well as the development of character values such as responsibility, cooperation, and environmental concern. Students became more active in watering the plants, naming their plants, and engaging their parents in planting at home. This project also creates an educational green space at school and has the potential to be integrated with local content as well as the Strengthening the Profile of Pancasila Students Project (P5).
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2025 |
Analisis Pengembangan Usaha Feyre Makeup Art pada Media Sosial Instagram untuk Meningkatkan Brand Awareness
(Gunawan Gunawan, Faridah Nurfauziah Furqon)
DOI : 10.55606/jurimbik.v5i1.978
- Volume: 5,
Issue: 1,
Sitasi : 0 30-Apr-2025
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| Last.13-Aug-2025
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This Feyre Makeup Art is a makeup service business aiming to enhance brand awareness through social media, especially Instagram. This study analyzes the business development strategy of Feyre Makeup Art in increasing brand awareness and strengthening its position in the Bandung beauty market. The research focuses on digital marketing strategies, including the role of visual content, implementation of effective personal branding, and evaluation using TAM, SAM, and SOM analysis.Findings indicate that the optimization of personal branding, consistency in visual content, and audience engagement significantly boost brand awareness. However, several Instagram features such as Reels, live broadcasts, and paid advertisements have yet to be fully utilized to expand reach and visibility.This research highlights the importance of an integrated social media strategy, including collaboration with local influencers and maximizing the use of Instagram's advanced features, in enhancing audience interaction and sustaining Feyre Makeup Art’s position as one of Bandung’s leading makeup artists.The study recommends that Feyre adopt a holistic digital approach to improve engagement, expand market coverage, and support long-term growth in the competitive beauty industry.
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2025 |
Penerimaan Masyarakat Terhadap Identitas Waria di Kota Jember
(Febriyanto Hermawan, Lukman Hakim Alfaridzi)
DOI : 10.62383/wissen.v3i2.728
- Volume: 3,
Issue: 2,
Sitasi : 0 28-Apr-2025
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| Last.02-Aug-2025
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Gender identity is part of human existence in society. In Indonesia, the diversity of gender identities other than male and female, such as waria (male and female), often causes social and cultural debates. Waria are a group that are biologically born as men but express themselves as women, both in appearance and behavior. The acceptance of waria in society is not uniform. On the one hand, some people show a tolerant attitude, especially in urban areas that are more open to diversity. On the other hand, negative stigmas against waria are still widely found, which are affected by their limited access to education, work, health services, and public spaces in general. This study uses a qualitative research type. The subjects of this study are waria in Jember City. In this study, researchers use qualitative methods in collecting data by conducting direct observations to obtain data by writing, recording and explaining what is happening to get the right information. In this study, the phenomenological method was also used by searching for data through face-to-face interviews with informants and meeting the agreed informants.
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2025 |
Sosialisasi UU TNI dalam Upaya Menghadapi Krisis Kepercayaan Publik Terhadap Akuntabilitas Integritas dan Meritokrasi TNI
(Vigie Priantika Putra Hutama, Genta Rizki Alfaridzi, Lucky Candra Aditya)
DOI : 10.62383/demokrasi.v2i2.874
- Volume: 2,
Issue: 2,
Sitasi : 0 24-Apr-2025
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| Last.27-Jul-2025
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Currently, public trust in the Indonesian National Army (TNI) is decreasing, especially due to issues of accountability, integrity, and meritocracy. In this uncertain situation, the socialization of the TNI Law is a strategic step to improve the image of the TNI in the eyes of the public. Changes to the TNI Law are expected to bring great benefits, especially in increasing transparency, accountability, and the implementation of a meritocratic system in the TNI structure. However, the public wants to ensure that these changes are truly far from the practice of injustice and personal interests within the TNI. This study aims to see how effective the socialization of the TNI Law is in overcoming the crisis of public trust. In addition, this study also produces various views on the implementation of the TNI Law and assesses how the socialization of the Law can affect public perceptions of professionalism and trust in the TNI. The results of a simple linear regression test show that the socialization of the TNI Law has a significant effect on the level of public trust, with a sig value (0.001). The R Square value of 0.301 indicates that the socialization of the TNI Bill is able to explain 30.1% of the variability in public trust, while the rest is influenced by other factors outside the model. Thus, socialization that is carried out openly, participatively, and accountably is an important step in bridging the current crisis of trust. The findings of this study provide critical insights and are expected to be implemented effectively to improve public trust in the TNI institution in the future.
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2025 |
Permainan Tradisional sebagai Pengembangan Motorik Anak Sekolah Dasar
(Yuzukka Ragil Septya Farida, Zihan Fathonah Ayuningsih, Anggara Dwinata, Muhammad Nuruddin)
DOI : 10.62383/edukasi.v2i2.1470
- Volume: 2,
Issue: 2,
Sitasi : 0 19-Apr-2025
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| Last.27-Jul-2025
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Traditional games play an important role in the motor development of elementary school children. However, cultural changes and increasing use of technology have caused these games to be played less and less. This study aims to analyze the effect of traditional games on the motor development of elementary school children. Using a quasi-experimental method with a pretest-posttest control group design, this study involved 20 4th grade elementary school students who were divided into experimental and control groups. The experimental group was given treatment in the form of traditional games such as hopscotch, gobak sodor, and jump rope for 4 weeks. The results showed a significant increase in the gross motor development of children who participated in traditional games compared to the control group. In addition to motor benefits, traditional games also contribute to children's social, cognitive, and character development. Therefore, the integration of traditional games into the physical education curriculum in elementary schools is highly recommended to support children's holistic development.
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2025 |
Hypothetic Model of Learning Facilitation Based on Students' Problems and Expectations in Quick Completion of Study on Time
(Asep Saepudin, Iip Saripah, Viena Rusmiati Hasanah, Ani Rindiani, Faridah Hanim Yahya)
DOI : 10.15294/jone.v10i2.1597
- Volume: 10,
Issue: 2,
Sitasi : 0 16-Apr-2025
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| Last.10-Jul-2025
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Completion of studies on time is the hope of every student, in addition to achieving very satisfying academic achievements. Despite these hopes, currently many doctoral program students at the Faculty of Education, Indonesian Education University are not graduating on time. For this reason, research needs to be carried out to find out the reasons and efforts to resolve it. The aim of the research is to find students' problems and hopes in completing their studies quickly. This research method uses Research and Development with data collection techniques in the form of questionnaires, interviews and documentation. The research results show that firstly, empirically the completion of student studies is still relatively low, as evidenced by the number of students who have not graduated at 72%. Second, student affairs problems consist of relatively diverse academic and non-academic problems, including student expectations of lecturers and study program services. Third, based on students' problems and expectations, a learning facilitation service model is needed. The research conclusion is that it is necessary to develop a learning facilitation model design consisting of background, objectives, assumptions, principles, system components, procedures and indicators of success. This research produces a model design as a novelty that contributes to higher education leaders, academic supervisors, and administrative staff to provide services to students in completing studies quickly on time.
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2025 |
Perancangan Sistem E-Commerce “Thrift Mart” Berbasis Web dengan Metode Waterfall
(Muh Abdul Aziz Nasuha, Ika Ayu Pertiwi, Fathin Rifsya Fadhillah, Munfarid Zulkahfi)
DOI : 10.55606/juisik.v4i1.1442
- Volume: 4,
Issue: 1,
Sitasi : 0 31-Mar-2025
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| Last.13-Aug-2025
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With the rapid growth of the fashion industry, textile waste and its environmental impact have significantly increased. In response, the culture of thrifting has emerged as a sustainable consumption alternative. However, online secondhand trading still faces several challenges, including limited product features, lack of product transparency, and poor transaction and customer satisfaction management. This study aims to design and develop a web-based e-commerce system called ThriftMart to facilitate secure and efficient secondhand transactions. The system was built using the Waterfall methodology, which includes requirement analysis, system design, development, testing, and maintenance phases. Laravel and MySQL were utilized as the main technologies, supporting features such as product management, ordering, payment processing, customer reviews, multi-role dashboards, and real-time notifications. Testing results indicate that all core features function properly and meet user expectations. The system’s development has implications for promoting circular economy practices, improving operational efficiency in thrift businesses, and supporting the digital transformation of MSMEs in the secondhand fashion sector. This application is expected to strengthen a more sustainable and environmentally friendly digital thrift ecosystem in Indonesia.
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2025 |
Hubungan Sikap Perawat dengan Pencegahan Kejadian Dekubitus di Ruang Rawat Inap Rumah Sakit Bhakti Asih Tangerang Tahun 2024
(Dian Ayu Agustina, Upi Farida, Pratiwi Cahya Wardhani, Nurdewi Sulymbona)
DOI : 10.55606/detector.v3i1.4981
- Volume: 3,
Issue: 1,
Sitasi : 0 28-Feb-2025
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| Last.13-Aug-2025
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Pressure ulcers are one of the common problems in hospitals including intensive care units. The impact of pressure ulcers is quite severe and can cause death. Prevention of pressure ulcers is an important thing that nurses can do. The obstacles felt by nurses in implementing pressure ulcer prevention can affect nurses' beliefs, so that they can affect nurses' intentions and attitudes in implementing prevention. The purpose of this study was to determine the Relationship between Nurses' Attitudes and Prevention of Pressure Ulcers in the Inpatient Room of Bhakti Asih Hospital, Tangerang in 2024. The research method was quantitative research with a Cross Sectional approach. The research sample was 41 nurses using a purposive sampling technique. The measurement instrument used the Nurses' Attitude questionnaire and Pressure Ulcer Prevention using the Braden Scale. Data were analyzed using the Spearman Rho test. The results of the study showed that the results of the Spearman Rank correlation test obtained a significance level of p-value = 0.005 so that it can be concluded that there is a relationship between Nurses' Attitudes and Prevention of Decubitus Incidence in the Inpatient Room of Bhakti Asih Hospital, Tangerang in 2024. The correlation coefficient in this study has a value of 0.434 which means that the relationship value of these two variables is strong and inversely related. So that the relationship between the two variables is unidirectional. Conclusion, there is a relationship between the Relationship between Nurses' Attitudes and Prevention of Decubitus Incidence in the Inpatient Room of Bhakti Asih Hospital, Tangerang in 2024.
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2025 |
Karakteristik Daerah Aliran Sungai (DAS): Analisis Spasial Biogeofisik DAS Paguyaman
(Waode Faridawaty, Asda Rauf)
DOI : 10.62504/jimr1207
- Volume: 3,
Issue: 2,
Sitasi : 0 19-Feb-2025
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| Last.31-Jul-2025
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Penelitian ini menganalisis karakteristik biogeofisik Daerah Aliran Sungai (DAS) Paguyaman untuk mendukung pengelolaan wilayah yang berkelanjutan melalui pendekatan berbasis data spasial dengan memanfaatkan Geographic Information System (GIS). Data yang digunakan mencakup survei lapangan, citra satelit, model elevasi digital (DEM) beresolusi 30 meter, serta data iklim dari stasiun meteorologi setempat. Hasil penelitian menunjukkan bahwa jenis tanah yang dominan adalah Latosol, yang mencakup 51,35% dari total luas wilayah, diikuti oleh Podsolik (21,57%) dan Aluvial (17,09%). Latosol yang subur memerlukan manajemen konservasi yang tepat untuk mencegah degradasi, sementara Podsolik yang bersifat asam memerlukan perlakuan khusus guna mendukung produktivitas pertanian. Tutupan lahan didominasi oleh hutan lahan kering sekunder, yang mencakup 36,43% dari total area, berperan penting dalam menjaga keseimbangan hidrologi dan mencegah erosi. Topografi DAS Paguyaman, yang didominasi oleh perbukitan (55,24%) dan pegunungan (26,67%), menunjukkan risiko tinggi terhadap erosi, sehingga diperlukan strategi konservasi seperti reboisasi dan teknik terasering. Penelitian ini menekankan pentingnya integrasi data biogeofisik dalam merumuskan strategi pengelolaan yang adaptif dan responsif terhadap perubahan iklim, serta mendukung kebutuhan masyarakat lokal. Temuan ini dapat menjadi referensi strategis bagi penelitian lanjutan dan pengembangan kebijakan pengelolaan DAS yang lebih efektif.
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2025 |