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All Journal Bulletin of Electrical Engineering and Informatics Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Teknik Elektro Prosiding SNATIF WARTA Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika Komuniti : Jurnal Komunikasi dan Teknologi Informasi METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Jurnal ULTIMATICS International Journal of Elementary Education Indonesian Journal of Applied Informatics JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Indonesian Journal of Business Intelligence (IJUBI) Indonesian Journal of Electrical Engineering and Computer Science Computer Science and Information Technologies Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Teknik Informatika (JUTIF) Jurnal Pendidikan dan Teknologi Indonesia Jurnal Manajemen dan Teknologi Informasi Duta.com : Jurnal Ilmiah Teknologi Informasi dan Komunikasi Proceeding ISETH (International Summit on Science, Technology, and Humanity) Abdi Teknoyasa Mestro Prosiding Seminar Riset Mahasiswa International Conference on Education for All Jurnal Informatika Polinema (JIP) The Indonesian Journal of Computer Science Computing and Information System Journal
Yusuf Sulistyo Nugroho
Universitas Muhammadiyah Surakarta
Religion Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : Bulletin of Electrical Engineering and Informatics

 1 
COMATS: a cuckoo-mimicking data anonymization scheme for preserving sensitive preferences in transaction data Gunawan, Dedi; Sulistyo Nugroho, Yusuf; Yasin Al Irsyadi, Fatah; Priyawati, Diah; Nur Rohmah, Arini; Sukoco, Bambang; Islam, Syful
Bulletin of Electrical Engineering and Informatics Vol 14, No 4: August 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i4.9113

Abstract

Sharing customer transaction data is becoming more perceived in e-commerce and retail industries. Even though the act derives benefits for companies, it may end up in certain privacy threats, such as sensitive personal preferences disclosure. Therefore, the data owner should take measures to minimize the threats. Data anonymization is one of the solutions that has been suggested to address the issue. However, there are still underlying problems, specifically in diminishing the amount of information loss and item loss, as well as maintaining data properties of the anonymized dataset. This paper proposes a unique data anonymization scheme called COMATS. It adopts the brood parasitism behavior of cuckoo birds in laying their eggs into host nests. The scheme incorporates item insertion technique and item suppression technique. The robustness of the proposed scheme lies in its strategy for selecting suppressed items and determining the inserted items. To ensure its efficacy, the proposed method is evaluated in several experiments. The experimental results suggest that the COMATS can guarantee privacy protection by reducing the probability of a successful attack. Additionally, it can also reduce the number of item losses and preserve better data utility in comparison to existing data anonymization schemes.
Co-Authors Ad'haniata Intan Syafira Aji Ari Adam Aldo Brian Granada Amri Zadi Hudaya Ariefin Nur Hidayat Arifin, Yuli Fajar Aris Rakhmadi Balqis Aisyah Farahdiba, Balqis Aisyah Basith, Abdul Dedi Gunawan Devi, Keke Rachma Diah Priyawati Dimas Bayu Stiawan Dimas Bayu Stiawan Dwi Prastika, Annisa Dwi Sarbini Eko Wijayanto Emiliyawati, Nova Endang Wahyu Pamungkas Fadilatul Fajriyah, Rizqi Fadlillah, Umi Fadlillah, Umi Fatah Yasin Fatah Yasin Al Irsyad, Fatah Yasin Fatah Yasin Al Irsyadi Fikamelyalla, Naura Fikamelyalla, Naura Galardhia Zain Azzahra Ganno Tribuana Kurniaji Hardiyanto, Elviawan Riyani Septima Hepy Adityarini, Hepy Ihsan Cahyo Utomo Ihsan Fairuzsyifa, Ahya Iqbal Firdaus, Malvin Iqbal Ramadhani Islam, Syful Jan Wantoro Khoirunissa, Huda Aisyah Lidya Putri Arista M. Sholahuddin Mayasari, Andia Enggar Md. Javed Hoss Minalloh, Aldin Nasrun Mohammad Faqih Eza 'Ammar Muhammad Fahmi Johan Syah Naila Khairunnisa Nugraha, Keisha Jenny Maulida Nur Intan Permata Hati, Nur Intan Nur Rohmah, Arini Permatasari, Qisthoni Prilya Shanty Adrianie Puspitasari, Yuliana Raiffaza, Naufal Dzakia Rakhmadi, Aris Riszki Wijayatun Pratiwi riszki wijayatun pratiwi, riszki wijayatun Rohmah, Arini Nur Rokhanuddin, Sigid Salma, Triana Dewi Sari, Kiki Nur Indah Sashiomarda, Jihan Aulia Sholihah, Ianatush Sigid Rokhanuddin Silmina, Esi Putri Silmina, Esi Putri Sri Winiarti Suci Cahya Amalia Sukoco, Bambang Sulastri Syful Islam Syful Islam Tiara Danirmala Tiara Danirmala Winiarti, Sri Wuryaningsih Dwi Lestari, Wuryaningsih Dwi Yallah, M Hafidz Hasbi