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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 Abdul Fatah Arif Hidayat ABDUL HAMID Ade Irawan Agus lukowi Agus Lukowi Agustina, Kesiya Ahmad Harun Yahya Alim Nur Khafidh Almazroei, Essa Eqal Amilia Hikma Al-Umari Amri Anang Walian Andrew Nobiantoro Gunawan Anindi Putri Harjanti Anita Candra Dewi ANNISA NABILA Ardina, Mona Aris Singgih Budiarso Arsal, St Fatmah Asmat, Samad Astika, Ferni Ayu Wulandari Azizah, Nabilah Nur Bening Rahimi Titisari Bhustomi, Abd Yazid Bonse Aris Mandala Putra Simangunsong Brigitta Natasya Halim Cindy Meliyana Sari Cinta Sembiring Cucu Atikah Darmariani, Martiana Kusuma Dede Kurniawan Desta Wahyuni Devi Nuryanto DEWI ANGGRIANI HARAHAP Dian Cahyawati Didi Suryadi Didik Setyo Heriyanto Diyaz Rachmaningtyas Dwi Noviani Dwi Wahyuni Eka susanti Eka Susanti Elisa Nurnawati Endro Setyo Cahyono Endro Setyo Cahyono, Endro Setyo Eqlima Elfira Evana Gina Shantika Evi Yuliza, Evi Fabiola Bulimasena Luturmas Faizzah, Umi Nur Ferani Eva Zulvia Ferronika, Paranita Fitra Nur Azizah Fitri Damayanti Fitri Maya Pupita Fitri Maya Puspita Fitria Widyawati Guntur Syahputra, Guntur Gusman Virgo Haerianti, Masyita Halfiziya, Heleni Harahap, Sholihuddin Hari Abdus Salam Hari Toha Hidayat Hasmalia Heldawati Heleni Halfiziya Hidayat, Ahid Humaidi Inosenisus Nadeak Inosensius Nadeak Irmeilyana Isnawan, Muhamad Galang Jamili Jawasi Jenni Pannaco Jufrizal junaedi, yunding Juniarti Rara'Matande Juniwati Juniwati Khoiriyah Kurnianti, Nur Aziza La Ode Santiaji Bande Lestari, Putu Eka Pethiwi Lina Choridah Lina Susilowati M. Zarkasyi Mahdi Martin Uribe Masagus Achmad Fahrel Maulita Megawati Meiza Putri Lestari Melawati, Ayu Mintawati, Hesri Mirza Denia Putri Muhaimin Hamzah MUHAJIR Muhammad Riska Muhsin MUSLIMIN MUTHMAINNAH Najarudin Nanang Suwandi Nasaruddin Nasirun Nasirun, M. nasirun, muhammad Nila Kusumawati Nina Kurniah, Nina Ning Eliyati Ninis Nugraheni Novi Rustiana Dewi Nur Ahmad, Nur Nur Fadilah NURAFNI, ALDA NUR Oki Dwipurwani Oky Sanjaya Panjaitan, Dertaida Pundawa Sari, Noti Putra Bahtera Jaya Bangun, Putra Bahtera Jaya Putri, Fia Alifah Putu Arimbawa, Putu Radian Salman Rahayu Tamy Agustin Rahmadani, Annisa Rahmat Rakhel Lia Resi Aulia Revaldo Dewa Fransisko Rian, Muh. Rina Febrina, Rina RISKA WULANDARI Risnah Rita Cempaka Rizki, Krisda Robinson Sitepu Rr. Herini Siti Aisyah Rudia, La Ode Adi Parman Rusdi Rusmayadi, Muh Ryan Feraldy Haroen Ryan Wahyudi Safrila, Annisa Samsuriadi Sarwati Sarwati, Sarwati Selvi Yani Setiawati , Eka Siang Br Tarigan Sinta Rosiani Siregar, Ahmad Farhan Sisca Octarina Siti Tohira Soep Soetarno Sri Ambardini Sri Astuti Sri Erlita Sri Erlita Sri Hardianti Stephen Martin Sudiarti, Putri Eka Supadi, Siti Suzlin Supardi, Sudarman Suprapti , Anni Suprapti, Anni Suriana Sutarto Sutarto Tasiah, Mawar Taufiqurrahman, Safikri Tia Amelia Tira tarianti Tri Deliya Agustin Verry Ginoga Vincent Laiman Vincent Lau Virga Inesrawanti Virnanda Laraswati Wardaya, Laksamana Yudya Warit Aziz Watono Wawan Muliawan Weka Gusmiarty Abdullah, Weka Gusmiarty Wicaksono, Iwan Wisnu Akbar Prabowo Yasrib Putranto Saban Yeni Nuraeni Zahratul Qalbi Zaida, Sismy Zein, Reza Maulana