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All Journal Jurnal Ecosolum Progressa: Journal of Islamic Religious Instruction Risâlah, Jurnal Pendidikan dan Studi Islam Jurnal Pendidikan Islam Studia Religia: Jurnal Pemikiran dan Pendidikan Islam Pendas : Jurnah Ilmiah Pendidikan Dasar Kelola: Journal of Islamic Education Management JURNAL PENGABDIAN KEPADA MASYARAKAT Jurnal Hadratul Madaniyah Qiro'ah: Jurnal Pendidikan Agama Islam J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Madinah: Jurnal Studi Islam Jurnal Penelitian Tarbawi: Pendidikan Islam dan Isu-Isu Sosial Tabyin; Jurnal Pendidikan Islam Al Iman: Jurnal Keislaman dan Kemasyarakatan Inspiring: English Education Journal PREMIERE : Journal of Islamic Elementary Education Awwaliyah Teaching and Learning Journal of Mandalika (Teacher) JPS Al-Hasanah : Jurnal Pendidikan Agama Islam Jurnal An-Nasyr: Jurnal Dakwah Dalam Mata Tinta International Journal Software Engineering and Computer Science (IJSECS) INOVATIF: Jurnal Penelitian Pendidikan, Agama, dan Kebudayaan Edusifa: Jurnal Pendidikan Islam Tadbiruna: Jurnal Manajemen Pendidikan Islam Maghza: Jurnal Ilmu al-Qur'an and Tafsir Jurnal Ilmiah Mahasiswa Raushan Fikr Tameh : Journal of Civil Engineering Kurikula Jurnal Pendidikan Journal of Scientific Research, Education, and Technology Journal of Mathematics Learning Innovation (JMLI) AL-ISHLAH: Jurnal Pendidikan Islam Al-Fahmu: Jurnal Ilmu Al-Qur'an dan Tafsir Jurnal Ekonomi Syariah Jurnal Kesehatan Tropis Indonesia IHSAN : Jurnal Pendidikan Islam Jurnal Nirta: Studi Inovasi Journal International Journal of Teaching and Learning (INJOTEL) POMA JURNAL Indonesian Journal of Environment and Disaster Aksioreligia : Jurnal Studi Keislaman Al-Mau'izhoh: Jurnal Pendidikan Agama Islam Jurnal Ilmu Komunikasi dan Sosial Politik JURUTERA (Jurnal Umum Teknik Terapan) Journal Innovation In Education JURNAL ILMIAH PENELITIAN MAHASISWA Khadem: Jurnal Pengabdian Kepada Masyarakat Jurnal Masyarakat Berdikari dan Berkarya (MARDIKA) Ta'lim: Jurnal Pendidikan Agama Islam dan Manajemen Pendidikan Islam Jurnal Pendidikan Islam Jurnal Pendidikan Dasar dan Keguruan IJLSH Jurnal Keislaman Ulil Albab PESHUM Jurnal Manajemen dan Teknologi Journal Dekstop Application (JDA) OPTIMA Al Iman: Jurnal Keislaman dan Kemasyarakatan
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Journal : International Journal Software Engineering and Computer Science (IJSECS)

E-Commerce Product Recommendation System Using Case-Based Reasoning (CBR) and K-Means Clustering Legito; Wattimena, Fegie Yoanti; Yulianto Umar Rofi'i; Munawir
International Journal Software Engineering and Computer Science (IJSECS) Vol. 3 No. 2 (2023): AUGUST 2023
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v3i2.1527

Abstract

This research proposes and implements an e-commerce product recommendation system that combines Case-Based Reasoning (CBR) and K-Means Clustering algorithms. The main aim of this research is to provide more personalized and relevant product recommendations to e-commerce users. The CBR approach leverages users' transaction history to provide customized recommendations, whereas K-Means Clustering groups users with similar preferences increase the relevance of recommendations. This study assesses the effectiveness of the system by conducting a comprehensive evaluation by comparing system recommendations with actual user preferences. The results of this study reveal that the combined approach of CBR and K-Means Clustering can improve the performance of e-commerce product recommendations, ensure the accuracy of recommendations, and produce a more satisfying shopping experience for users. Although there are limitations in terms of the dataset used and the choice of algorithm parameters, this research makes an important contribution in developing a more adaptive and personalized recommendation system for e-commerce platforms.
Stock Portfolio Analysis with Machine Learning Algorithmic Approach for Smart Investment Decisions Munawir; Sulistyawati, Upik Sri
International Journal Software Engineering and Computer Science (IJSECS) Vol. 4 No. 3 (2024): DECEMBER 2024
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v4i3.2606

Abstract

This study investigates the application of machine learning algorithms in stock portfolio analysis within the Indonesia Stock Exchange (IDX) and their impact on investment decision-making. By engaging 500 respondents from diverse market segments, including retail investors, institutional investors, and stock traders, the research provides a comprehensive overview of adopting and utilising machine learning technologies in the Indonesian stock market. The findings reveal that over 80% of respondents have integrated machine learning algorithms into their investment strategies. The algorithms are applied in various capacities: 45% of respondents use them for portfolio risk analysis, 30% for stock price prediction, and 25% for identifying new investment opportunities. Preferences for specific algorithms vary, with regression, Support Vector Machines (SVM), and Random Forest emerging as the most used tools. The integration of machine learning was strongly associated with improved investment decisions, as more than 60% of respondents reported enhanced portfolio performance and greater accuracy in their decision-making. These results highlight the transformative potential of machine learning algorithms in enabling more innovative and more adaptive investment strategies.
College Performance Monitoring Application using Appclay Shephertz Munawir; Augtiah, Imfrianti; Afrizal; Sunardi
International Journal Software Engineering and Computer Science (IJSECS) Vol. 2 No. 2 (2022): OCTOBER 2022
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v2i2.808

Abstract

This college monitoring application was developed using Appclay Shephertz by applying 8 Key Performance Indicators for all Colleges. The results of the application have succeeded in displaying data on eight college performance KPIs, namely; 1) graduates get decent jobs, 2) students get experience off campus, 3) lecturers have activities outside of campus, 4) teaching practitioners on campus, 5) lecturers' work is used by the community, 6) study programs work together with class partners world, 7) Collaborative and participatory classes, and 8) international standard study programs. Users can access by pressing the button. Then a black-box test is carried out on this application, the results are that all the buttons tested run well and are ready to be used. This research uses the R&D (Research and Development) development model. To test the success of the Higher Education Performance Monitoring Application, the Higher Education Performance Monitoring Application test was used with 17 test items having a 100% success rate, the Feasibility Test and the Interpretation Percentage were used by experts in measuring aspects of design, communication, and software assessment so that the percentage was 81, 42%, and in the validation test, the provisions on item 25 in the Aiken V table are with a lower limit of 0.64 to an upper limit of 0.93 or a V value of 0.83. The results of the average value of V = 0.794 are declared valid.
Co-Authors Abdul Rasyid Adi Nur Cahyo Adilah Mazaya Nabilah Afina Aulia Fahri Afrizal Ahmad Ihsan Ainin Munawaroh Akram, Rizalul Aldaniah Zahrotul Aulia Alvina Rahmayanti Amzah Selle Ana, Selpiana Anam, M Khairul Andriani, Marizka Arianto Syahruddin Aristi, Enjelika Armia, Muhammad Arrochmah, Saila Arum Lestari, Arum Ata Bina Lujjah Fauziyah Auzan, Basil Ayu Dwi Rahmawati Ayu Fauziah, Alifiah Restu Ayyu Bidari, Ratna Aziizah Priya Athalita Baharudin, Amaliyah Ananda Baso Intang Sappaile Chindy Virginniya MS Chusniyatin, Vira Maulidafi Cut, Banta Devita Yanti, Kartika Dian Riani Said Muh. Said Dwi Ayu Wulan Aprilia Elok Faiqoh Erwina Erwina, Erwina Fadhli, Zia Fahdia, Maulidah Fairuz Zahra Melani Fardiya, Yuma Fatimah, Aldina Febiola, Salsabilla Febrianto, Sobri Ferri, M. Fetiparolin, Fetiparolin Fitriyah, Roichatuzzuhriyah Filailatil Ghaza Juliet Hadya, Rizka Haliadi Hapsariwa, Mega Adhelia Hariana, Sherlin Harianto, Dimas Harmoni, Dewi Natali Sri Hasanah, Mutia Nur Hasdin Hikmah Amna Mnr himmatul Aliyah, himmatul Husni Hutagaluh, Oskar Iden Rainal Ihsan Iffah Syahna Khalishah Ikhbar, Samsul Imfrianti Augtiah Indana Hilyatun Nafisah Indri Septia Wahyuni Isabellapavytha, Valda Islamiah, Rahmatul Ismi Nabila Jannah, Shofiyah Wardatul Juliet, Ghaza Khairul Muttaqin, Khairul Khairunnisa, Salsabila Artamevia Khasanah Arif, Uswatun Khilmatul Maulidiyah, Hilda Khoiriyatin, Vilda Zahrotul Khoiroh, Aifi Umdatul Kiki Mariah Laode Abdul Musawir LaodeAharuddin Kapege Legito Liza Fitria Maharani, B. Fitria Mansyur Maulida, Juliana Melani, Fairuz Zahra Miftahul Ilmi Mita Nuril Moh. Bakir Muammar, Ahda Mubarak, Zakiyul Mufidah, Isa Tsalitsatul Muhammad Muhammad Abrar Azizi Muhammad Hatta Muhammad Yakob Muhammad Yusran Mulazi Ibna Fikra MULYADI Mustofa, Aji Mustopa Nafilatus Sa’adah Nasution, Adinda Nurhabibah Nihayatuz Zain Salsabila Nisak, Laila Syafira Nizar Ibrahim, Muhamad Novi Ernawati Novianda Novitasari, Rizka Haris Nur Aini, Anandyah Nur Azizah, S. Fitriyah Nur Najhiha Izzaty Nuril, Mita Nurul fadillah, Nurul pengelola, pengelola Pramesti, Adia Putri Nuriandini Putri, Alifia Selviana Agnie Rahayu, Afiyah Wildah Ramadhan, Muhamad Ainur Reyhanatul Jannah Reza Dwi Pitriyanto Rifqi Ramadhan, Muhammad Riska Rahmawati Risma Diah Juwanti Rizky Lailatul Ramadhanis Sholikhah Rizqa Maulidya Romadhona, Alifya Sa'diyah Roswati Sabila Islami, Aisyah Beauty Sabrina Hanin Hamidha Safitri, Dea Sahabuddin, Dewi Hardianti Sahila Nur Mahfudah Saiful Bahri Salsa Bilassa’idah Sara Deshannum Septia ningsih, farikha Sheifi Zahrotul Isti’anah sholihah, Laili Farichatus Sholikha, Risma Amaliatu Siahaan, Nikita Putri Marshanda Simarmata, Aura Anisa Siti Amina Situmeang, Desy Belanda Soviana, Widya Sri Harmoni, Dewi Natalia Sri Sulistyawati, Upik Sulistyawati, Upik Sri Sunardi Suryani, Indrianis Taufiq Hidayat, Aditya Tesa Maulana Tri Umari Tri Umari, Tri Ujuh Ilham Simak Vika Mustaqotul Firdaus Wahyuni, M. Rayhan Al-Fayyad Wardani, Federika Wattimena, Fegie Yoanti Wibowo, Kiki Dedi Yaqin, Achmad Haqqul Yudha Alfitra Yulianti Yulianto Umar Rofi'i Yuma Fardiya Yusuf ZAKIYATUL FITRIYAH Zaman , Nur