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All Journal Swabumi (Suara Wawasan Sukabumi) : Ilmu Komputer, Manajemen, dan Sosial Jurnal Pilar Nusa Mandiri Techno Nusa Mandiri : Journal of Computing and Information Technology Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal Teknik Informatika UNIKA Santo Thomas Jurnal Mantik Infotek : Jurnal Informatika dan Teknologi Abditeknika - Jurnal Pengabdian Kepada Masyarakat Jurnal Teknik Informatika Unika Santo Thomas (JTIUST) Jurnal Komputer Antartika Informatics and Software Engineering (ISE)
Mochammad Abdul Azis
Universitas Bina Sarana Informatika
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Engineering Languange, Linguistic, Communication & Media Social Sciences

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Journal : Jurnal Teknik Informatika UNIKA Santo Thomas

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Klasifikasi Human Stress Menggunakan Adagrad Optimization untuk Arsitektur Deep Neural Network Mochammad Abdul Azis; Ahmad Fauzi; Ginabila Ginabila; Imam Nawawi
Jurnal Teknik Informatika UNIKA Santo Thomas Vol 7 No. 1 : Tahun 2022
Publisher : LPPM UNIKA Santo Thomas

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Abstract

According to the World Health Organization, stress is a type of mental illness that affects human health and there is no one in this world who does not suffer from stress or depression. Stress is a term that is often used synonymously with negative life experiences or life events. . Analysis of data that has an unbalanced class results in inaccuracies in predicting human stress. This study shows that using the Deep Neural Network (DNN) Architecture model by optimizing several parameters, namely the optimizer, Learning rate and epoch. The best DNN Architect results are obtained with 4 Hidden Layers, Adagard Optimization, Learning rate 0.01 and the number of epochs 100. Accuracy, precision, recall and f-measure scores get 98.25%, 83.00%, 98.25%, 91.00%, respectively.
Co-Authors Abdul Hamid Abdul Hamid Agung Fazriansyah Agung Fazriansyah Agus Junaidi Ahmad Al Kaafi Ahmad Fauzi Ahmad Hafidzul Kahfi Akrom, Akrom Ali Mustopa, Ali Aliffah Kusumaningrum Angga Riski Ramadan Eka Wulansari Fridayanthie, Eka Wulansari Ginabila Ginabila Hendra Hendra Imam Nawawi Jaja Miharja Jamhari Jamhari Leliyanah Leliyanah Muhammad Hasan Muhammad Iqbal Muhammad Rezki Nur Hadianto Nuraeni Herlinawati Saifulloh Rifai Sugiono Suhardjono S Suparni Suparni Widyastuty, Wiwiek Yanti Yosefa Maharani Saragih Yudhistira Yudhistira Zulia Imami Alfianti