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PENERAPAN METODE NAÏVE BAYES DAN SUPPORT VECTOR MACHINE PADA ANALISIS SENTIMEN NETIZEN DI TWITTER VOLLEY BALL INDONESIA Wismo Ginanjar; Alexius Endy Budianto; Moh Ahsan; Muhammad Priyono Tri Sulistyanto
Jurnal Fakultas Teknologi Informasi Vol 8 No 2 (2026): BIMASAKTI
Publisher : Prodi Teknik Informatika, Fakultas Sains dan Teknologi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/bimasakti.v8i2.12376

Abstract

Social media has become an integral part of modern society, offering a platform for public opinion expression. In Indonesia, volleyball is a very popular sport, and Volley Ball Indonesia is the main topic of discussion on social media, especially Twitter. This study aims to analyze the sentiment of netizen comments on the official Twitter account of Volley Ball Indonesia (@volleyball.indonesia) using the Naive Bayes method and Support Vector Machine (SVM). The data used amounted to 2,920 comments from 50 posts in the period of September 28, 2023 - May 10, 2024, focused on the U-23 and Senior Men's National Team matches. Naïve Bayes and SVM were chosen because both are effective methods in sentiment classification. Naïve Bayes uses a probabilistic approach, while SVM looks for the best hyperplane to separate data classes. The results of the study show that both methods can be used to analyze sentiment with a good level of accuracy. The test results on each training data and testing data with different presentations will provide different accuracy results. The test results of the Naive Bayes method obtained the highest accuracy value of 71% with a ratio of 70:30 and the Support Vector Machine obtained the highest accuracy value of 76% with a ratio of 80:20. So it can be concluded that the Support Vector Machine method gets a higher accuracy value than the Naive Bayes method.
PENERAPAN ALGORITMA LOGISTIC REGRESSION UNTUK KLASIFIKASI PENYAKIT STROKE Rachel Trivica Amelia; Danang Aditya Nugraha; Moh Ahsan
Jurnal Fakultas Teknologi Informasi Vol 8 No 2 (2026): BIMASAKTI
Publisher : Prodi Teknik Informatika, Fakultas Sains dan Teknologi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/bimasakti.v8i2.13201

Abstract

Stroke is one of the leading causes of death worldwide, ranking after heart disease and cancer. Early detection of stroke risk is essential to enable faster and more accurate treatment. The purpose of this study is to apply the Logistic Regression algorithm to classify stroke cases based on several risk factors, including gender, age, hypertension, heart disease, marital status, occupation, residence type, average glucose level, body mass index (BMI), smoking status, and stroke status. The dataset used in this research was obtained from Kaggle and consists of 5,110 patient records. The research process involves several stages, including data cleaning, data transformation, and normalization using the Min-Max Scaler method, followed by splitting the data into training and testing sets with various proportions (90%-10%, 85%-15%, 80%-20%, 70%-30%, and 65%-35%). The evaluation was conducted using a Confusion Matrix with performance metrics such as accuracy, precision, recall, and F1-score. The analysis results show that the 90%-10% data split achieved the highest accuracy of 76.17%, with precision and recall values indicating that the model performs well in identifying non-stroke cases. However, performance on the minority class (stroke) remains relatively low, suggesting the need for improvement through data imbalance handling. Overall, the application of the Logistic Regression algorithm proved to be effective for initial stroke classification, although accuracy can still be improved through resampling techniques or advanced model optimization.
Pemanfaatan Techno-Pest Control Berbasis IoT Untuk Membasmi Hama Padi di Area Persawahan Pondok Condongcatur Dianna Ratnawati; Setuju; Zamroni; Sigit Purnomo; Moh Ahsan
Jurnal Pemberdayaan Masyarakat Vol 5 No 2 (2020): November
Publisher : Direktorat Penelitian dan Pengabdian kepada Masyarakat (DPPM)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/jpm.v5i2.4699

Abstract

Planthopper and grasshopper pests that attack rice plants in the Padukuhan Pondok rice fields, Condongcatur have an impact on decreasing productivity of rice farmers. The objectives of this community service are: (1) to produce an IoT-based techno-pest control device by utilizing solar cells as power supply; (2) increasing the skills of farmers in using efficient technology that is economical, modern and environmentally friendly. The methods used include experimentation, socialization and training. This community service activity is the manufacture of IoT-based techno-pest control tools and tool dissemination. The dissemination activity was successfully held and attended by 50 participants from the farmer's group of culinary sources, the participants actively asked questions and were enthusiastic in practicing the operation of the tools. 85% of participants can operate the equipment in groups. Techno-pest control tools can eradicate planthoppers and grasshoppers at a radius of 6m within 4 hours via 40kHz ultrasonic waves. This tool is integrated on the internet to monitor the situation of rice fields by accessing the website http://pkm.ptm.ustjogja.ac.id.
OPTIMALISASI ANALISIS SENTIMEN FILM PADA YOUTUBE DENGAN ALGORITMA CHI-SQUARE PADA NAÏVE BAYES DAN SUPPORT VECTOR MACHINE Oky Kurnia Wardana; Alexius Endy Budianto; Moh Ahsan
Jurnal Fakultas Teknologi Informasi Vol 8 No 1 (2025): BIMASAKTI
Publisher : Prodi Teknik Informatika, Fakultas Sains dan Teknologi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/bimasakti.v8i2.12377

Abstract

The management of correspondence and monthly reports in educational administration environments still faces efficiency issues due to workflows that do not align with user needs and insufficient attention to usability aspects. These conditions result in suboptimal performance and low effectiveness in the use of digital systems. This study aims to analyze the usability of the web-based SIRATU application using the User-Centered Design (UCD) approach in accordance with the ISO 9241-210 standard. The research method includes analysis of the context of use, user identification, interface design, and usability evaluation using the System Usability Scale (SUS). The study is limited to the primary users of the SIRATU application, namely administrative staff, school operators, and the head of the district education office, with a focus solely on usability aspects. The evaluation results show an increase in the average SUS score from 60.6 to 87.4, which falls into the excellent category. The contribution of this study lies in the application of a UCD methodological framework that has proven effective in improving the usability of the SIRATU application.
ANALISIS PERANCANGAN UI/UX PADA SISTEM TERINTEGRASI DATA PENDUDUK KABUPATEN MALANG (SI-CANTIK) MENGGUNAKAN METODE HUMAN CENTERED DESIGN Ahmad Yudha Presetia; Alexius Endy Budianto; Moh Ahsan
Jurnal Fakultas Teknologi Informasi Vol 8 No 1 (2025): BIMASAKTI
Publisher : Prodi Teknik Informatika, Fakultas Sains dan Teknologi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/bimasakti.v8i2.12517

Abstract

The management of correspondence and monthly reports in educational administration environments still faces efficiency issues due to workflows that do not align with user needs and insufficient attention to usability aspects. These conditions result in suboptimal performance and low effectiveness in the use of digital systems. This study aims to analyze the usability of the web-based SIRATU application using the User-Centered Design (UCD) approach in accordance with the ISO 9241-210 standard. The research method includes analysis of the context of use, user identification, interface design, and usability evaluation using the System Usability Scale (SUS). The study is limited to the primary users of the SIRATU application, namely administrative staff, school operators, and the head of the district education office, with a focus solely on usability aspects. The evaluation results show an increase in the average SUS score from 60.6 to 87.4, which falls into the excellent category. The contribution of this study lies in the application of a UCD methodological framework that has proven effective in improving the usability of the SIRATU application.
Pemberdayaan Petani yang berkelanjutan Masyarakat Desa Wonokerso melalui Pelatihan dan Praktik Pembuatan Pupuk Bokashi Plus Moh Ahsan; M Rif'an Rizqi Maulana; Aprilia Wahyu Putri Khoirani; Setya Mandala Putra; Moh Ulil Abrori
Journal of Digital Community Services Vol. 3 No. 2 (2026): July-Desember
Publisher : Institute Of Advanced Knowledge and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69693/dcs.v3i2.63

Abstract

Ketergantungan petani terhadap pupuk anorganik menjadi salah satu masalah yang perlu diperhatikan dalam upaya menciptakan pertanian yang berkelanjutan. Penggunaan pupuk yang praktis sering lebih dipilih dibanding pupuk organik yang membutuhkan proses pengolahan pada tingkat masyarakat. Kegiatan Pengabdian Masyarakat bertujuan meningkatkan pengetahuan dan keterampilan petani Desa Wonokerso, Kecamatan Pakisaji, Kabupaten Malang dalam membuat Pupuk Bokashi Plus. Kegiatan dilaksanakan pada Jumat, 14 Agustus 2026 di Saung Tani Desa Wonokerso, di lahan milik Pak Riwoko. Peserta terdiri dari 10 petani dan 5 perwakilan BPP. Metode kegiatan termasuk identifikasi kebutuhan, penyuluhan, demonstrasi, praktik langsung, pendampingan, serta evaluasi melalui observasi dan wawancara. Bahan yang digunakan dalam formulasi adalah 200kg kotoran ternak, 50kg Phonska, 10kg urea, 10kg kapur pertanian, 1 botol EM4, 1 liter tetes/molase, dan air secukupnya. Peserta aktif terlibat dalam pencampuran bahan, pembuatan larutan dekomposer, pengaturan kadar air, dan fermentasi. Wawancara menunjukkan bahwa petani dan penyuluh merasa positif terhadap kegiatan, terutama mengenai potensi pupuk organik, pengurangan ketergantungan pada pupuk kimia, efisiensi biaya, dan perhatian terhadap tanah. Kegiatan ini belum melibatkan uji laboratorium dan uji lapang, sehingga dampaknya belum bisa diukur secara kuantitatif karna membutuhkan Pendampingan oleh Balai Penyuluhan Pertanian (BPP) Kecamatan Pakisaji melalui pembuatan demplot, pengukuran biaya, dan pengujian mutu pupuk untuk keberlanjutan program.
Penerapan Metode Goal-Directed Design untuk Evaluasi dan Perbaikan User Interface dalam Meningkatkan User Experience pada Aplikasi SIMODAS Adiar Uwais Al Chornay; Alexius Endy Budianto; Moh Ahsan
Jurnal Teknik Mesin, Industri, Elektro dan Informatika Vol. 4 No. 3 (2025): September: Jurnal Teknik Mesin, Industri, Elektro dan Informatika
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jtmei.v4i3.5774

Abstract

This study aims to redesign the user interface of the Asset Monitoring Information System (SIMODAS) using the Goal Directed Design (GDD) method to improve usability and system effectiveness. User needs were analyzed through observations and interviews with four user roles, followed by the development of user journeys and identification of issues within the existing interface. Based on these findings, a new interface design was developed featuring a clearer navigation structure, improved dashboard layout, and additional features such as asset borrowing and maintenance history. The implementation of the new design focused on enhancing user workflow efficiency and visual clarity. Usability evaluation using the System Usability Scale (SUS) produced a score of 90.96, categorized as Excellent, indicating that the redesigned interface significantly enhances user experience and system effectiveness. The study concludes that the GDD approach successfully improves the quality of the user interface and can serve as a reference for future asset information system development in government institutions.
Evaluasi UI/UX Sistem MailTrack Kabupaten Malang dengan Metode Heuristic Evaluation Nur Setyo Utomo; Alexius Endy Budianto; Moh Ahsan
Jurnal Teknik Mesin, Industri, Elektro dan Informatika Vol. 4 No. 3 (2025): September: Jurnal Teknik Mesin, Industri, Elektro dan Informatika
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/jtmei.v4i3.5798

Abstract

Information systems for official correspondence play an important role in supporting the effectiveness of government administration. The Government of Malang Regency has developed the Official Letter Disposition Tracking System (MailTrack) to manage incoming letters and disposition processes in an integrated manner. Although this system has been used for a long period, several issues related to the quality of the user interface and user experience are still encountered, which may affect user convenience and work efficiency. This study aims to evaluate the user interface and user experience of the MailTrack system using the heuristic evaluation method. This research adopts an evaluative approach by involving evaluators who assess the system based on ten heuristic principles. Data were collected through observation and questionnaires, and then analyzed using severity rating calculations to determine the level of usability problems. The results indicate that usability issues in the MailTrack system are found in several heuristic principles, particularly visibility of system status, user control and freedom, consistency and standards, and error prevention. Based on the severity rating analysis, most of the identified issues fall into the category of minor usability problems, indicating that the system is still usable but requires improvements to enhance user experience. This study is expected to contribute theoretically to usability evaluation research and practically to support system developers in improving the quality of the MailTrack user interface and user experience.