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Kurnia Muludi
Jurusan Ilmu Komputer FMIPA Universitas Lampung
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Journal : Bulletin of Electrical Engineering and Informatics

 1 
Performance evaluation of feature selections on some ML approaches for diagnosing the narcissistic personality disorder Sulistiani, Heni; Syarif, Admi; Muludi, Kurnia; Warsito, Warsito
Bulletin of Electrical Engineering and Informatics Vol 13, No 2: April 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i2.6717

Abstract

Narcissistic personality disorder (NPD) is a personality disorder that affects various aspects of life, including relationships, employment, school, and finances. Persons with NPD usually feel unhappy and disappointed when no one helps them and is not praised for their achievements. Diagnosing narcissism is generally done using a screening test that consumes time and costs a lot. This research aims to evaluate the performance of several feature selection (FS) approaches on machine learning (ML) techniques (support vector machine (SVM), random forest classifier (RFC), and Naive Bayes). Three scenarios of FS (all features, the information gain technique and the gain ratio (GR) feature technique) are used for each ML method. Several experiments using the benchmark narcissistic disorder dataset have been done. It adopts the k-fold cross-validation (10-fold cross-validation) strategy. We evaluate the method’s performance by measuring its accuracy, error rate, and processing time. It is shown that the RFC GR strategy gives the best performance with an accuracy of 100%.
Co-Authors ., Rusliyawati Admi Syarif Aflaha Asri Agus Iriawan Agus Wantoro Agus Wantoro Agus, Isnandar Agustinus Eko Setiawan Ahmad Habibullaah Ahyarudin Akbar, Mohammed Raihan Akmal Junaidi Alfabet Setiawan Alfi, Firmansyah Yuni Andika Yuda Andreas Perdana Andri Winata Andrian, Rico Anggun Falianingrum Apri Candra Widyawati Aprilia, Indri Mada Ari Kurniawan Saputra Aristoteles, Aristoteles Asmiati Asmiati Assidik, Reksa Qodri Astria Hijriani Astria Hijriani Astria Hijriani Astria Hijriani, Astria Aulia Putri Ariqa Bayu Ade Candra, Bayu Ade Bernadhita Herindri S. Utami Budiman Ruliansyah candra, bayu ade dedi kurniawan Dian Kurniasari Didik Kurniawan Dimas Aminudin Saputra Djauharie, Arlyandi S Djuadi, Noverman Dwi Hendratmo Widyantoro Dwi Sakethi Eko Priyanto Erlina Ain Andini Eva Diana Sari Evita Fitriasari Fajri Reskanida Fanni Lufiana Fanni Lufiana Fathur Rahmi Febi Eka Febriansyah Febi Eka Febriansyah Heni Sulistiani Heningtyas, Yunda Herlina Herlina Ida Nurhaida Irawati, Anie Rose Jayawarsa, A.A. Ketut Jihan Aferiansyah Kenny Claudie Fandau Khairun Nisa Khalida Zhia Kurnia Muludi KUSPRIYANTO La Zakaria Lia Atika Rani Lumbanraja, Favorisen R M Said Hasibuan Machudor Yusman Machudor Yusman Mahfut Mardiana Mardiana Maya Asterita Meizari, Ary Mohammad Surya Akbar Muhammad Apriansyah Setiawan Muhammad Iqbal Muhammad Irfan Ardiansyah Muharni, Sita Ni Putu Ayu Anesca Noni Kurniasih Noverina Rahmaniyanti Okta Viana Ossy Dwi Endah Wulansari Pratama, Rinaldo Adi Rahmat Safe'i Rangga Firdaus Rangga Firdaus Rendi Irawan Resti Lucyana Reza Aji Saputra Riska Aprilia Romadhoni, Nuzul Rahmat SAIFUL ANWAR Saur Pangihutan Sinurat Saur Pangihutan Sinurat, Saur Pangihutan Shofiana, Dewi Asiah Singagerda, Faurani Santi Siti Maesaroh Sonianto Sonianto Sonianto Sonianto Sri Ratna Sulistiyanti Sri Wahyuningsih Sutyarso Sutyarso Syangap Diningrat Sitompul Tantut Wahyu Setyoko Taqwan Thamrin Tia Ayu Muliana Tiyara Saghira Triloka, Joko Tristiyanto Tristiyanto Tundjung Tripeni Handayani Warsito Warsito Wartariyus Wartariyus Yugo Prasojo, Diaji Yulia K. Wardani Yuni Rahayu Yuni Rahayu, Yuni Zuhri Nopriyanto Zuriana Zuriana