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All Journal Al-Zahra : Journal for Islamic and Arabic Studies Dinamika Dusturiah : Jurnal Hukum Islam, Perundang-undangan dan Pranata Sosial Biosfer: Jurnal Pendidikan Biologi Jurnal Darussalam: Jurnal Pendidikan, Komunikasi dan Pemikiran Hukum Islam Al-'Adl Communications in Science and Technology IJEMS (Indonesian Journal of Environmental Management and Sustainability) Ganaya: Jurnal Ilmu Sosial dan Humaniora Jurnal Informasi dan Teknologi ADHKI: Journal of Islamic Family Law Budimas : Jurnal Pengabdian Masyarakat INFOKUM Wahana Akademika: Jurnal Studi Islam dan Sosial Humanism : Jurnal Pengabdian Masyarakat Poros Onim TASAMUH: Jurnal Studi Islam Khidmatuna : Jurnal Pengabdian Kepada Masyarakat Connection : Jurnal Pengabdian Kepada Masyarakat ProBisnis : Jurnal Manajemen Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan Perspektif Hukum Asian Journal of Community Services (AJCS) Familia: Jurnal Hukum Keluarga Al-Istinbath: Jurnal Hukum Islam International Journal of Community Service (IJCS) Honai Al-Aqwal : Jurnal Kajian Hukum Islam Jurnal Manajemen Rekayasa dan Inovasi Bisnis Kartika: Jurnal Studi Keislaman Jurnal Ilmu Manajemen Dan Kewirausahaan (JIMK) Indo-Fintech Intellectuals: Journal of Economics and Business Journal of Innovative and Creativity Indonesian Journal of Material Research Jurnal Pendidikan Islam Expectation: Journal of Islamic Education Management (JIEM) Bulletin of Engineering Science, Technology and Industry International Journal of Sustainable Law Journal of Biology Science and Education ALMUSTOFA: Journal of Islamic Studies and Research Service Pedagogi: Jurnal Pendidikan Dasar
Amri
Institut Agama Islam Negeri Fattahul Muluk Papua
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Journal : INFOKUM

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APPLICATION OF ARTIFICIAL NEURAL NETWORKS ON USER AND PASSWORD AUTHENTICATION USING THE AUTOASSOCIATIVE MEMORY METHOD Syahputra, Guntur; Indrawati; Amri; Mahdi; Muhammad Riska
INFOKUM Vol. 10 No. 4 (2022): October, computer, information and engineering
Publisher : Sean Institute

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Abstract

Autoassociative Memory (AM) is one of the artificial neural network methods and is a special of Heteroassociative Memory network. AM saving one or more vectors using matrics by the training process. Vectors that have been stored can be recognized by computing the weight matrix and in the activation process this method can be done very easily because it does not require calculation of the target value like other artificial neural network methods. The target is identical to the input so that if the input is identical to the output then the input is a pattern is a recognized object. AM ability to recognize patterns can be used for User and Password Authentication in an information system, so as to increase security in applications. The application of AM on a website-based application can reduce direct interaction between the database on the system and users who are not authorized, because the authentication process only involves a weight matrix. To apply the AM method, combine user and password then converted into binary to making a vector to using AM processed. In this research, AM ability to recognize user and password is 88% with a total of 100 data and is able to recognize users and passwords by 60% with an entropy value of 0.29, it can be concluded that the AM method can be used in the authentication process but has not optimal because it has not correct 100%.
Co-Authors Abd Karim, Mohd Rahimie bin Abd Syakur Aga Sekamdo, Muhammad Ahmad Muktamar B Ahmadin Akhmad Dahlan Aldes Lesbani Alfian Mahendra Anjelika, Fara Armelia Dafrina Asep Suryana Asri Syahfitri ASWANDI Athiyah Rana Athoillah Islamy Bakhtiar Bambang Edi Tilarsono Budin, Dg Safrina Ag Darwanis Dewi Lestari Dewi, Dwi Ratna Cinthya Diana Khairani Sofyan Dwi Ajeng Maulidya Makalao Dwi Ratna Cinthya Dewi Dyah Margo Mukti Elfita Faisal Faisal Faisal Fatimah Febiansyah, Hidayat Fikriyah, Durrotul Guntur Syahputra, Guntur Halim, Hendra Hanifah, Yulizah Harahap, M. Guffar Haris Riyaldi, Muhammad Hendra Yulia Rahman, Hendra Yulia Husnul Yaqin Ikhsan Indrawati Iskandarsyah Isnanto, Burham Janah, Sidanatul Kasmawati Kesi Khairul Anshar Lada, Suddin M. Ridwan M. Shabri Abdul Majid M. Thohar Al-Abza M. Zarkasyi Mahdi Malini Lubis, Fatimah Maswatu, Jaelani Meutia, Sri Mirna Indriani Moh. Ali Muhamad Yusuf Muhammad Adam Muhammad Habibbullah Muhammad Haris Riyaldi Muhammad Haris Riyaldi, Muhammad Haris Muhammad Rasyid Ridha Muhammad Riska Muhammad Syahrizal, Teuku Muhksin, Ali Murkhana Nasir, Yusrianto Nizam, Ahmad Noor Azuddin Yakob Noprian, Reza Nova Yuliasari Nur Ahmad, Nur Nur Ismirawati, Nur Nurma Sari, Nurma Pebi Juliyanti Putri, Bunga Indah Rachmad Surya Muhandy Rachmawaty Rahmat Idhami Randi, Nur Zakiyah Rasyik Adila Renaldi Reni Reni, Reni Rida Raihati Miska Ridwan Nurdin Ris Akril Nurimansjah Risfidian Mohadi Safiudin Safiudin Sariroh, St Sartiyah Siti Aminah Stephen Martin Syahriyal Syarifah Akmal Taufiq Akbar Taufiq Carnegie Dawood Tresnawan Maulana Umuri, Khairil Usiono Utama, Yopi Yudha Wijaya, Alfan Yulianti Yuliza Hanifah Yunita Syahfitri