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Implementation of Data Mining using Aprirori Algorithm to Improve Sales Patterns of MSME Products Prayoga, Riza Akhsani Setyo; Putra, Adzanil Rachmadhi
Sistemasi: Jurnal Sistem Informasi Vol 13, No 3 (2024): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v13i3.3472

Abstract

Business development is getting faster and full of rivals, especially in the world of MSMEs. MSME entrepreneurs need to develop marketing strategies so that their products can sell a lot so that they can make a profit. One way to assist in marketing strategies can use a priori algorithms so that they can help in sales patterns by using historical consumer transaction data. After testing the results of this system gives good results. This a priori algorithm has several stages in the calculation process starting from the process of calculating support and determining minimum support to evaluate data values that are below minimum support. Then the confident calculation to assist in the formation of association rules so that there are steps to evaluate the value of data that is below the minimum confident. Then there is an elevator to provide information validly and show the transaction process. The results obtained from this a priori algorithm form an association rule "If you buy a cassava balado stick, then buy a balado corn stick" then from this association rule entrepreneurs can be helped in selling products that tend to be bought by many consumers. The last stage is tested from manual calculations ranging from support, confident to elevator with calculations on the web. The test results obtained that manual calculations and calculations on the web have the same value.
Perancangan Blueprint SI/TI Menggunakan TOGAF ADM 9.2 pada KSP Pratama Surya Makmur Mojokerto Nugraha, Bintang Rassya; Istiyanto, Noerma Pudji; Prayoga, Riza Akhsani Setyo
Jurnal Teknik Industri Terintegrasi (JUTIN) Vol. 7 No. 3 (2024): July
Publisher : LPPM Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jutin.v7i3.32493

Abstract

The aim of this research is to improve the efficiency of information management and support the company's vision and mission. The main problems faced by the company are discrepancies in calculations and inaccuracies in attendance within the operational application, as well as a lack of digital platforms such as an official website and adequate social media. The company's manual management also leads to inefficient management and a high potential for errors, which hinders the company's performance and growth. Therefore, a Blueprint for Information/Technology Systems (IT/IS) was designed using TOGAF ADM 9.2. This research employs qualitative methods through observation and interviews. The result is a comprehensive IT/IS Blueprint and an implementation roadmap for the next four years. This Blueprint is expected to guide the development of IT/IS, increase competitiveness, and support the company's business sustainability effectively and efficiently.
Mengembangkan Chatbot Empatik untuk Dukungan Kesehatan Mental: Solusi Inovatif dalam Pendampingan Psikologis Putra, Cendra Devayana; Prayoga, Riza Akhsani Setyo; Cinthya, Monica; Basatha, Rizky; Akbar, Muhammad Sonhaji; Elfaiz, Ersha Aisyah
Jurnal Ilmu Komputer dan Multimedia Vol. 1 No. 2 (2024): ILKOMEDIA Edisi Desember 2024
Publisher : Akademi Komunitas Negeri Putra Sang Fajar Blitar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46510/ilkomedia.v1i2.19

Abstract

Studi ini merupakan langkah maju yang penting dalam pengembangan sistem dialog kesehatan mental, yang membahas pengaruh besar kesehatan mental terhadap fungsi manusia dan terbatasnya ketersediaan psikolog untuk memberikan dukungan. Studi ini menyediakan kumpulan data baru yang menggunakan analisis sentimen untuk mengevaluasi respons. Dengan menyadari pentingnya respons emosional dalam meningkatkan pengalaman pengguna, studi ini menganalisis respons sentimen menggunakan berbagai algoritme kategorisasi sentimen yang umum digunakan. Lebih jauh, penelitian ini mengusulkan paradigma urutan ke urutan untuk membahas masalah dialog kesehatan mental, dengan fokus pada penyertaan kesadaran tahap. Model ini bekerja dengan sangat baik di beberapa fase wacana, yang menegaskan keefektifannya di bidang kesehatan mental. Meskipun penelitian ini masih dalam tahap awal, penelitian ini meletakkan dasar untuk pengembangan sistem diskusi yang berkaitan dengan kesehatan mental. Metode yang kami usulkan dapat meningkatkan skor F-1 rata-rata sebesar 0,6%. Studi mendatang akan menyelidiki beberapa pendekatan, seperti pembelajaran transfer, model multidialog, dan analisis sentimen dalam kerangka seq-to-seq. Model yang diusulkan dimaksudkan untuk menjadi standar untuk mengevaluasi sistem diskusi multi-tahap dalam penelitian masa mendatang.
Pemanfaatan Kelayakan Investasi Sistem Point of Sales Pada Dapoer Mie Galau Prayoga, Riza Akhsani; Mubarok, Asep Syahrul
Jurnal Terapan Ekonomi dan Bisnis Vol. 1 No. 1 (2021): September
Publisher : Universitas Muhammadiyah Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24269/jteb.v1i1.4121

Abstract

Dapoer Mie Galau adalah salah satu tempat penyaji makanan favorit yang ada di KotaMalang. Meski ramai dikunjungi oleh pembeli, namun ada proses bisnis di Dapoer MieGalau yang masih dilakukan secara manual sehingga terjadi kesalahan komunikasi antardivisi dalam melayani para pelanggannya. Dalam hal ini diperlukan sebuah sistem Point ofSales untuk mengatasi permasalahan yang ada. Selain itu juga diperlukan observasidengan mengunjungi Dapoer Mie Galau serta melakukan berbagai analisa perhitunganguna menilai kalayakan investasi yaitu dengan Sistem Point of Sales. Dengan penerapanSistem Point of Sales, didapatkan hasil reduksi biaya belanja kertas nota untuk pembelianmaupun untuk pembayaran di kasir serta reduksi jumlah pegawai di Dapoer Mie Galausehingga tidak membutuhkan banyak pegawai dan meningkatkan efisiensi dalam bekerja.Pemanfaatan kelayakan sistem ini didapatkan dari Payback Period pada tahun pertamaserta dapat meningkatkan produktivitas sebesar 7,6 %.Kata Kunci: Analisis Kelayakan Investasi, Point of Sales, Kota Malang, Dapoer Mie Galau
Stock Price Prediction Using Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) Methods Riza Akhsani Setyo Prayoga; Ariansyah, Fery Almas; Daffa, Muhammad Falikhuddin; Laqma Dica Fitrani; Masti Fatchiyah Maharani; Angga Lisdiyanto; Angkawidjaja , Steven
IJCONSIST JOURNALS Vol 7 No 1 (2025): September
Publisher : International Journal of Computer, Network Security and Information System

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33005/ijconsist.v7i1.158

Abstract

This research aims to improve the accuracy of stock price prediction through the application of Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) methods, focusing on stocks from the Composite Stock Price Index (CSPI) referred to as the IDX Composite. The research process includes comprehensive steps, including data collection and preprocessing, dataset creation with emphasis on stock closing prices, and division of the dataset into training and test data. The LSTM and GRU models were designed with a recurrent layer and a Dense layer and then trained for 100 epochs with a batch size of 32. Model evaluation was performed by comparing key metrics such as Root Mean Squared Error (RMSE), Mean Squared Error (MSE), and Mean Absolute Error (MAE) on the test set. The EPOCH-RMSE graph provides an overview of the changes in the RMSE value during training. The best result of the LSTM model was achieved at the 96th epoch with RMSE 40.36, MSE 1385.97, and MAE 30.09, while GRU achieved peak performance at the 92nd epoch with RMSE 37.33, MSE 908.29, and MAE 25.42. In conclusion, GRU can be considered as a more effective option in predicting JCI stock prices based on performance evaluation using various metrics such as RMSE, MSE, and MAE.
Pemerataan Infrastruktur Telekomunikasi untuk Kesejahteraan Digital Suseno, Tarangga Atha Putra; Moh, Andi Luthfi; Prayoga, Riza Akhsani Setyo; Bagaskara, Dominggo Bayu
Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Vol. 7 No. 1 (2023): PROSIDING NSEMINAR NASIONAL INOVASI TEKNOLOGI TAHUN 2023
Publisher : Universitas Nusantara PGRI Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29407/inotek.v7i1.3399

Abstract

Infrastruktur telekomunikasi memainkan peran sentral dalam mendukung perkembangan teknologi informasi dan komunikasi (TIK) yang semakin pesat. Dalam era digital saat ini, kebutuhan akan infrastruktur telekomunikasi yang handal dan canggih menjadi semakin penting. Infrastruktur telekomunikasi yang kuat dan terjangkau memberikan landasan yang vital untuk konektivitas, akses informasi, dan pertumbuhan ekonomi. Namun, tantangan besar juga dihadapi dalam membangun infrastruktur telekomunikasi yang inklusif dan merata di seluruh wilayah, terutama di daerah yang terpencil atau terbelakang. Ketimpangan perekonomian regional yang muncul akibat ketidakmerataan infrastruktur telekomunikasi juga menjadi isu yang memerlukan perhatian serius. Dalam menghadapi tantangan ini, diperlukan strategi yang komprehensif dan kolaboratif untuk memperkuat infrastruktur telekomunikasi, memperluas jangkauan, meningkatkan kapasitas, dan memastikan aksesibilitas yang adil. Selain itu, dengan kemajuan teknologi seperti jaringan 5G, Internet of Things (IoT), dan kecerdasan buatan (AI), peluang baru muncul untuk mempercepat transformasi digital melalui infrastruktur telekomunikasi yang inovatif.
Penguatan Literasi dan Strategi Deseminasi Efektif untuk Meningkatkan Kapasitas Mahasiswa Indonesia di Thailand Septiyanti, Nisa Dwi; Sujatmiko, Bambang; Basatha, Rizky; Akbar, Muhammad Sonhaji; Elfaiz, Ersha Aisyah; Wardah, Elvira; Habibi, Mohammad Wildan; Prayoga, Riza Akhsani Setyo; Zulatifa, Nelani Shafatia
Sivitas : Jurnal Pengabdian dan Pemberdayaan Masyarakat Vol. 6 No. 1 (2026): Jurnal SIVITAS : Jurnal Pengabdian dan Pemberdayaan Masyarakat
Publisher : Muttaqien Publishing Pusat Penelitian dan Pengabdian kepada Masyarakat STAI DR. KH.EZ. Muttaqien Purwakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52593/svs.06.1.07

Abstract

This community service program aimed to strengthen digital literacy and enhance effective information dissemination skills among Indonesian students in Thailand. The program was an implementation of the Tri Dharma Perguruan Tinggi by lecturers from the Information Technology Education Study Program, Universitas Negeri Surabaya. The results of the activity showed that the participants, Indonesian students in Thailand, already possessed a good level of digital literacy. Through this program, they gained a deeper understanding of the importance of applying digital literacy critically, ethically, and collaboratively, as well as realizing their strategic role as information bridges between the academic community abroad and society in Indonesia. Participants also demonstrated a strong commitment to acting as credible and integrity-driven agents of knowledge dissemination. The activity concluded with a reflection session, a group photo, and the signing of a Memorandum of Agreement (MoA) between Universitas Negeri Surabaya and the Indonesian Students Association in Thailand as a form of commitment to sustainable collaboration. Overall, this program made a tangible contribution to strengthening the culture of digital literacy, building cross-national academic networks, and reinforcing the role of Indonesian students abroad as responsible ambassadors of knowledge.
Peningkatan Literasi Digital dan Keamanan Berbasis Etika pada Guru: Studi Kasus Sosialisasi Etika dan Keamanan Media Sosial di SMA Negeri 1 Batu Muhammad Sonhaji Akbar; Rizky Basatha; Bambang Sujatmiko; Riza Akhsani Setyo Prayoga; Ersha Aisyah Elfaiz
Komatika: Jurnal Pengabdian Kepada Masyarakat Vol. 5 No. 2 (2025): November 2025
Publisher : Pusat Penelitian dan Pengabdian Kepada Masyarakat, Institut Informatika Indonesia Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34148/komatika.v5i2.1370

Abstract

Kegiatan pengabdian masyarakat ini bertujuan meningkatkan literasi digital dan praktik keamanan bermedia sosial yang berorientasi etika bagi guru di SMA Negeri 1 Batu. Kegiatan dilaksanakan secara tatap muka pada 16 Juni 2025 dengan partisipasi sekitar 40 guru. Pendekatan yang digunakan berupa sosialisasi dan pelatihan aplikatif (workshop) berdurasi ±2,5 jam yang mengintegrasikan paparan konseptual, demonstrasi teknis (manajemen kata sandi, pengaturan privasi, verifikasi dua langkah, serta identifikasi serangan phishing), dan diskusi studi kasus. Evaluasi dilaksanakan melalui instrumen pre-test dan post-test yang dilengkapi kuesioner umpan balik untuk mengukur perubahan pengetahuan dan kesiapan penerapan. Hasil evaluasi menunjukkan adanya peningkatan pemahaman konseptual serta kesiapan praktis peserta dalam menerapkan langkah-langkah keamanan digital dasar, disertai respons positif terhadap relevansi dan aplikabilitas materi. Peserta mengusulkan perluasan cakupan materi misalnya aspek tindak pidana siber dan pemanfaatan kecerdasan buatan dalam konteks pendidikan serta rekomendasi untuk mekanisme pendampingan berkala. Kesimpulannya, intervensi ini efektif dalam meningkatkan kesadaran etika dan kapasitas dasar keamanan digital di kalangan guru; untuk memastikan keberlanjutan dan penguatan kompetensi, disarankan pengembangan modul lanjutan, monitoring berkala, dan evaluasi kuantitatif yang lebih komprehensif.
PERENCANAAN ARSITEKTUR VISI DI RUMAH SAKIT TNI AU SOEMITRO MENGGUNAKAN PENDEKATAN TOGAF ADM 9.2 Birgita Yolanda Hermawan; Riza Akhsani Prayoga; Raulia Riski
Jurnal Sistem Informasi dan Informatika (Simika) Vol. 7 No. 2 (2024): Jurnal Sistem Informasi dan Informatika (Simika)
Publisher : Program Studi Sistem Informasi, Universitas Banten Jaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47080/simika.v7i2.3375

Abstract

The development of information technology (IT) has brought significant changes in various industries, including the health sector. This research focuses on architectural business planning at the Soemitro Air Force Hospital using the TOGAF ADM 9.2 approach. Even though this hospital has implemented an Electronic Medical Record (E-MR) system, various problems such as poor integration, data duplication, and input errors still hamper operational performance. The aim of this research is to develop a comprehensive architectural business to improve operational efficiency and quality of hospital services. This study begins with an evaluation of the hospital's business and strategic needs, followed by careful planning in accordance with the IS/IT strategy. The use of the TOGAF ADM framework was chosen because of its flexibility and opensource nature, which facilitates the development of an optimal organizational architecture. It is hoped that the research results will provide guidance for hospitals in integrating information technology with their business processes, increasing productivity and improving the quality of health services. Thus, this research not only contributes to information technology management in the health sector but also enriches understanding of the effective and efficient implementation of architecture vision in the hospital context. Implementing a proper IS/IT strategy is expected to align hospital IT needs with business process demands, reduce errors and data duplication, and increase patient satisfaction. This research underlines the importance of strategic planning in information vision development to achieve long-term organizational success.
ANALISIS KUALITAS LAYANAN E-HEALTH SURABAYA: PENDEKATAN INTEGRATIF E-SERVQUAL DAN IMPORTANCE PERFORMANCE ANALYSIS (IPA) Muhammad Iqbal Hafish Setiawan; Riza Akhsani Setyo Prayoga; Aris Kusumawati
Jurnal Sistem Informasi dan Informatika (Simika) Vol. 7 No. 2 (2024): Jurnal Sistem Informasi dan Informatika (Simika)
Publisher : Program Studi Sistem Informasi, Universitas Banten Jaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47080/simika.v7i2.3409

Abstract

I In an effort to improve health services, Surabaya City Health Service provides an innovation through the implementation of the E-Health system. E-Health is an information technology development that aims to provide a service system in the form of an online queue for patients at Surabaya health centers and hospitals. Based on the findings that have been made, there are several complaints about E-Health, which can impact the level of patient satisfaction with their experience using E-Health services. E-Health is part of an online-based service system, so the E-Servqual method is used. Additionally, the IPA approach used in this research identified the key attributes that need improvement to maximize user satisfaction and display priorities for improvement, allowing for a clearer view of which areas require immediate attention and action to improve the overall quality of E-Health services. The results of the research show that all dimensions still have measurable negative gap values, indicating specific areas where service quality does not meet user expectations. Specifically, the quality of service is rated at 0.86, which is less than 1, signifying that there are still aspects of the E-Health service that need enhancement. The attributes included in Quadrant I priority improvements on the Cartesian Importance Performance Analysis diagram are E4, E3, C4, P1, and RE4. Therefore, it is necessary to immediately address these main priorities so that E-Health services can be optimized and more satisfactory for users.
Co-Authors Achmad Muzakki Adinda Ayu Shavira Adzanil Rachmadhi Putra Adzanil Rachmadi Putra Ahmad Wali Satria Bahari Johan Akbar, Muhammad Sonhaji Angga Lisdiyanto Angkawidjaja , Steven Anjas Ardiansyah, Muhammad Ardhini Warih Utami, Ardhini Warih Ariansyah, Fery Almas Aris Kusumawati Aris Kusumawati Asep Syahrul Mubarok Asep Syahrul Mubarok Azhar, Astari Shofaatul A’la, Fiddin Yusfida Bagaskara, Dominggo Bayu Bambang Sujatmiko BAMBANG SUJATMIKO Birgita Yolanda Hermawan Cinthya, Monica Daffa, Muhammad Falikhuddin Dahliar Ananda Devandro Alifiano Dewi Rahmawati Dwi Ardhani, Yuniar Dwi Hariyanto, Muhammad Dwi, I Kadek Elfaiz, Ersha Aisyah Ersha Aisyah Elfaiz Ersha Aisyah Elfaiz Fajrul Fallah Arrafi Fandisya Rahman Fauzan Nusyura Fauzan Nusyura Fitrani, Laqma Dica Ichsan Khoirudin, Machfud Istiyanto, Noerma Pudji Jenny Ghifrina Laqma Dica Fitrani Larasati, Fannijara Enggar M. Ghouzul A’dhom Machfud Ichsan Khoirudin Machfud Ichsan Khoirudin Masti Fatchiyah Maharani Mastuty Ayu Ningtyas Moh, Andi Luthfi Mohammad Sholik Mohammad Wildan Habibi, Mohammad Wildan Monica Cinthya Mubarok, Asep Syahrul Muhammad Anjas Ardiansyah Muhammad Farhan Abdillah Sholeh Muhammad Ilham Alhari Muhammad Iqbal Hafish Setiawan Muhammad Nasrullah Muhammad Rashid Syaputra Muhammad Sonhaji Akbar Muhammad Sonhaji Akbar Muhammad Taufikurrahaman Mustafa Kamal Mustafa Kamal Nicko Nur Rakhmaddian Nicko Nur Rakhmaddian, Nicko Nur Nisa Dwi Septiyanti Nugraha, Bintang Rassya Pertiwi, Kharisma Monika Dian Pratiwi Susanti Putra, Cendra Devayana Rashid Syaputra, Muhammad Raulia Riski Rizky Basatha Rizky Basatha Rizky Basatha Rizky Fenaldo Maulana Rosyid Abdilah Sekar Widyasari Putri Shanaya Lubna Dio Suseno, Tarangga Atha Putra Tanzilal Mustaqim Titus Kristanto Tracy Olivia Vagnes Angela Wachda Yuniar Rochmah Wahyuddin S Wardah, Elvira Yayu Melani Safitri Karoho Yohanes Setiawan Yohanes Setiawan Zulatifa, Nelani Shafatia