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Implementation of the Naive Bayes Method in Sentiment Analysis of Spotify Application Reviews Agung Triyono; Ahmad Faqih; Fathurrohman
Journal of Artificial Intelligence and Engineering Applications (JAIEA) Vol. 4 No. 2 (2025): February 2025
Publisher : Yayasan Kita Menulis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59934/jaiea.v4i2.824

Abstract

This study focuses on sentiment analysis of Spotify application reviews on Google Play Store using the Naive Bayes algorithm. As a leading music streaming platform, Spotify receives diverse user feedback that reflects their experiences, complaints, and satisfaction. Sentiment analysis aids in understanding user opinions, enhancing services, and innovating features. The research involves collecting user reviews via web scraping, followed by preprocessing steps such as text cleaning, tokenization, normalization, stopword removal, and stemming. The Term Frequency-Inverse Document Frequency (TF-IDF) method is employed to assign weights to words, highlighting their significance in reviews. The Naive Bayes algorithm categorizes sentiments into positive, negative, and neutral classes. Performance evaluation uses a confusion matrix to measure accuracy, precision, recall, and F1-score. Results indicate that Naive Bayes effectively classifies large volumes of unstructured data with high accuracy and efficiency. This study contributes practically by offering actionable insights to improve Spotify's services and theoretically by advancing sentiment analysis methodologies using machine learning. The findings highlight the algorithm's potential to understand user needs and address issues, reinforcing its value in text analytics for mobile applications.
Peningkatan Kepatuhan Hukum Dan Akses Pendanaan UMKM Melalui Penyuluhan Legalitas Usaha Fathurrohman; Wiguna Marthanu, Indra; Fahreza, Rheznandya; Muhammad Rayhan, Tubagus
AMMA : Jurnal Pengabdian Masyarakat Vol. 3 No. 3 : April (2024): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

This Community Service (PKM) activity aims to provide outreach regarding business legality for Micro, Small, and Medium Enterprises (UMKM) in the Xxxx area. The main problem identified is the low level of legal compliance among UMKM concerning business permits, which impacts limited access to formal funding and business development. This activity was carried out by the proposing team from STMIK IKMI Cirebon on July 3, 2024. The PKM implementation methods included socialization, presentation of outreach materials, interactive discussions, and assistance with business permit processing. The results of this activity are expected to increase the understanding and awareness of UMKM actors regarding the importance of business legality, encourage compliance with statutory regulations, and open up broader access to funding sources and UMKM development programs. Furthermore, this activity is also expected to make a positive contribution to local economic growth through the empowerment of legal and competitive UMKM.
Ta‘līmu Ḥurūf al-Jarr wa-Asmā’ al-Ma‘rifah bi-Istikhdām Kitāb "Amṯilatī" fī al-Ma‘had al-Islāmī "Nūr al-‘Ilm wa al-Fikr" Tebuireng Jombang Manisha Aulia; Fathurrohman; Siti Durotun Naseha
EL-FUSHA: Jurnal Bahasa Arab dan Pendidikan Vol 3 No 1 (2022): EL-FUSHA Jurnal Bahasa Arab dan Pendidikan
Publisher : Program Studi Pendidikan Bahasa Arab

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33752/el-fusha.v3i1.3914

Abstract

This article examines the learning of the letters jer and isim ma'rifat using the amtsilati book at the Nurul Ilmi Wal Fikri Tebuireng Jombang Islamic Boarding School. This study aims to find out how the learning process, problems and solutions to problems when learning the letters jer and isim ma'rifat using the amtsilati book at the nurul ilmi wal fikri Islamic boarding school. This research uses descriptive qualitative research with the type of case study research. Data collection techniques by observation, interviews and documentation. The results of his research were the learning of the letters jer and isim marifat using the book of amtsilati, namely using the methods of discussion, dictation and question and answer. The teacher also reads out and explains the key points then the students imitate what the teacher reads. The learning process includes preamble, presentation of material and closing. The problem is that the Teacher does not motivate students in memorizing khulashoh amtsilati, different levels of understanding of students and improper timing. The solution to the problem is that students must learn as much as possible to make it easier in the learning process. Teacher  gave motivation and direction to be diligent in depositing the memorization of the nadhoman khulashoh. The holding of tiered classes. Changing the right learning hours and students must be able to maximize the existing time.
Implementasi Metode Lancar Membaca & Menulis Indah (LMMI) Untuk Pengenalan Literasi Idawati, Sulis; Astri Nurhidayati; Ariesta Luciana Hendrika; Sultiyah; Fathurrohman
Jurnal Pendidikan Islam Anak Usia Dini Al-Amin Vol 2 No 1 (2024): Maret 2024
Publisher : STAI Al-Amin Gersik Kediri Lombok Barat NTB

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54723/ejpiaud.v2i1.170

Abstract

This research is based on the fact that the ability to read and write in early childhood is very important for their future development. And to prepare children to enter the next level. However, there are still obstacles in introducing literacy to young children. Therefore, it is important to look for methods that can help young children develop the ability to read and write fluently and effectively. The aim of this research is how to implement the fluent reading and writing beautifully (LMMI) literacy method in early childhood. And it is hoped that children can improve their reading and writing skills from an early age. Apart from that, this research also aims to determine the effectiveness of the (LMMI) method in developing literacy in early childhood. This research method uses descriptive qualitative methods. A qualitative approach is research that displays assessment procedures that produce descriptive data in the form of written or spoken words from people and observed behavior. In this case, the researcher interprets and explains the data obtained by the researcher from interviews, observations, documentation. The observation method is an investigation carried out deliberately systematically using the senses. Interviews are a way of collecting data by holding questions and answers with people who can provide information. The documentation method is a data collection technique by collecting and analyzing documents, both written, image and electronic documents. The results of this research are limited to the application of the (LMMI) method for fluent reading and writing beautifully and early literacy in early childhood. This research will involve teachers, parents and young children. This research will cover the implementation process and measure the effectiveness of this method in developing the reading and writing skills of young children. shows that by using the LMMI method children are more receptive and very effective in using it for literacy learning so that indicators of children understanding reading and writing and the goals that the teacher will achieve are achieved.
Perceptions of Elementary School Teacher in Artificial Intelligence for Learning: Perspective of Theory of Planner Behaviour Maigina, Ain; Fathurrohman; Wuri Wuryandani
International Journal of Elementary Education Vol 8 No 4 (2024): November
Publisher : Universitas Pendidikan Ganesha

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23887/ijee.v8i4.85994

Abstract

The development of technology and the ease of using artificial intelligence in educational activities are things that must be adjusted to the conditions of practitioners in the field. This study aims to determine the perceptions of elementary school teachers about the use of artificial intelligence in learning. The study was conducted using a qualitative descriptive method on 75 elementary school teachers in Purworejo Regency. Data collection was carried out using a closed questionnaire and Focus Group Discussion (FGD). Data analysis used a descriptive quantitative approach. The results of the findings showed that the highest factor was control beliefs, namely the aspect of teacher self-efficacy towards the use of AI, but teachers were also aware of the lack of digital competence they had. The six aspects that are indicators of the three TPB factors are at high values so that it is known that there is a positive intention of teachers regarding the use of AI in learning. However, it is also known that there is a contradiction, namely the high belief of teachers in the use of AI but the existence of digital competence, especially in the use of AI that has not been maximized. The aspect of basic knowledge that represents behavioural beliefs needs more intensive attention from related parties and further researchers.
Pengembangan Website Promosi Produk UMKM Berbasis Online Solihudin, Dodi; Fathurrohman; Muhamad Fajid, Marfelio; Adhari Febrian, Mochamad
AMMA : Jurnal Pengabdian Masyarakat Vol. 2 No. 2 (2023): AMMA : Jurnal Pengabdian Masyarakat (INPRESS)
Publisher : CV. Multi Kreasi Media

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Abstract

Micro, Small, and Medium Enterprises (MSMEs) require effective promotion strategies to enhance the visibility and competitiveness of their products, especially in the digital era. This Community Partnership Program aims to develop product promotion websites for MSMEs based on WordPress. Activities include basic training on using the WordPress platform, designing and developing attractive and informative websites, simple search engine optimization (SEO) of content, and website management training for MSME representatives. It is expected that with this promotional website, MSMEs can expand their online market reach, enhance product brand image, and facilitate interaction with potential consumers, ultimately contributing to increased sales and business growth.
Pemanfaatan Teknologi IoT Untuk Monitoring Suhu Dan Kelembaban Gudang Pangan Fathurrohman; Wahyudin, Edi; Zamil Farhan, Muhammad; Putri Nindya, Nazwa
AMMA : Jurnal Pengabdian Masyarakat Vol. 2 No. 3 (2023): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

The storage of food products in warehouses requires strict monitoring of environmental conditions, particularly temperature and humidity, to maintain the quality and shelf life of the products. Unstable temperature and humidity levels can trigger the growth of microorganisms, accelerate spoilage, and reduce the market value of the commodities. In this context, the Internet of Things (IoT) technology emerges as a strategic solution that enables real-time monitoring systems to operate automatically and efficiently. This Student Creativity Program (Program Kreativitas Mahasiswa/PKM) aims to design and implement an IoT-based monitoring system to control temperature and humidity in food storage warehouses. The system utilizes a DHT22 sensor to measure temperature and humidity, an ESP32 microcontroller as the control center, and a web-based or mobile application interface platform connected online to monitor the warehouse environment in real time. The collected data is periodically transmitted to a server and can be accessed by users through a dashboard equipped with notification features to alert when conditions exceed predefined thresholds. The methods employed in this project include system design, hardware and software integration, system testing in a food warehouse environment, and performance evaluation. The implementation results indicate that the IoT system can monitor temperature and humidity accurately and in real time. The system also successfully provides early warnings regarding unfavorable environmental conditions, allowing business operators to take immediate corrective actions. The application of this technology not only improves operational efficiency in food warehouse management but also serves as a form of technological education for local industry players, particularly MSMEs (Micro, Small, and Medium Enterprises) in the agribusiness sector. It is expected that this system model can be widely adapted across various food storage sectors to prevent losses due to improper storage conditions.
Pemanfaatan Aplikasi Akuntansi Sederhana dalam Meningkatkan Transparansi Keuangan Koperasi Desa Edi Wahyudin; Fathurrohman; Agnes Rosmeri Manurung; Akdan Amrullah
AMMA : Jurnal Pengabdian Masyarakat Vol. 1 No. 03 (2022): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

This Community Partnership Program aims to improve financial transparency and accountability in village cooperatives through the utilization of a simple accounting application. Activities include training on application usage, assistance in recording financial transactions, and evaluation of system implementation. It is expected that with this application, the financial management of cooperatives will become more structured, easily understandable, and accessible to members, thereby increasing trust and participation in cooperative activities.
Pelatihan Coding Dasar untuk Siswa Sekolah Menengah sebagai Upaya Penguatan Kompetensi Digital Fathurrohman; Fatihanursari Dikananda; Alimun Hakim; Anita Ayu Hardani
AMMA : Jurnal Pengabdian Masyarakat Vol. 1 No. 03 (2022): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

This Community Partnership Program aims to provide basic coding training to high school students to enhance their competence in the digital era. The training is designed to introduce programming concepts, computational logic, and problem-solving skills through an easy-to-understand programming language. Activities include an introduction to algorithms, simple data structures, and the development of small coding projects. It is expected that through this training, students can develop computational thinking skills, increase creativity, and prepare themselves to face technological challenges in the future.
Pengembangan Sistem Informasi Management Transaksi Pembayaran Pondok Pesantren Hayati, Umi; Purnama Sari, Ade Irma; Kaslani; Fathurrohman
Jurnal Teknik Informatika UNIKA Santo Thomas Vol 6 No. 2 : Tahun 2021
Publisher : LPPM UNIKA Santo Thomas

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54367/jtiust.v6i2.1478

Abstract

Seluruh transaksi pembayran yang terdapat pada pondok pesantren Nurul Fajri dialihkan menggunakan metode baru menggunakan aplikasi (SIMPONI) pada desktop yang mana seluruh data disimpan secara online untuk mencegah kehilangan data dan memungkinkan pemilik pondok pesantren dapat melihat data transaksi secara real time. Tujuan dari seluruh rangkaian sistem yang dibangun adalah untuk mempermudah proses transaksi dan juga mempercepat proses laporan, baik harian, mingguan bahkan bulanan dengan tingkat kesalahan yang rendah serta tingkat ketepatan yang tinggi. Selain dari tujuan tersebut aplikasi SIMPONI akan menyimpan seluruh proses transaksi yang telah dilakukan secara aman yang memungkinkan dapat di cetak kembali di kemudian hari jika dibutuhkan. Dengan diimplementasikanya Sistem Informasi Management Pembayaran Pondok Pesantren (SIMPONI) ini diharapkan dapat menyelesaikan semua kendala yang didapati pada sistem yang digunakan sebelumnya, baik dari segi ketepatan data maupun kecepatan proses yang dilalui selama melakukan transaksi.