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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) VALENSI JURNAL ILMU SOSIAL Agrikultura Jurnal Natur Indonesia Journal of Tropical Soils Widya Wacana : Jurnal Ilmiah Alchemy : Journal of Chemistry Bulletin of Electrical Engineering and Informatics Journal on Mathematics Education (JME) Teosofi: Jurnal Tasawuf dan Pemikiran Islam Jurnal Ilmu Kimia Universitas Brawijaya Indonesian Green Technology Journal Jurnal Pembangunan dan Alam Lestari The Journal of Pure and Applied Chemistry Research AGRIVITA, Journal of Agricultural Science SEMIRATA 2015 Prosiding Semnastek Majalah Obat Tradisional Proceeding SENDI_U Wahana Akademika: Jurnal Studi Islam dan Sosial Profetika JOIV : International Journal on Informatics Visualization Jurnal Akta Union: Jurnal Ilmiah Pendidikan Matematika Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Matematika Sains dan Teknologi JURNAL SINEKTIK Mesin Martabe : Jurnal Pengabdian Kepada Masyarakat Jurnal Surya Masyarakat Walisongo Journal of Chemistry Prima: Jurnal Pendidikan Matematika MUHARRIK: JURNAL DAKWAH DAN SOSIAL Seminar Nasional Lahan Suboptimal International Journal of Active Learning Jurnal Teori dan Aplikasi Fisika Journal of Authentic Research on Mathematics Eduacation (JARME) M A T H L I N E : Jurnal Matematika dan Pendidikan Matematika Jurnal Komunikasi Pendidikan Indonesian Journal of Electrical Engineering and Computer Science Southeast Asian Mathematics Education Journal Al-Manhaj: Jurnal Hukum dan Pranata Sosial Islam Jurnal Penelitian Pendidikan Matematika Interdisciplinary Social Studies Indo-MathEdu Intellectuals Journal Educenter: Jurnal Ilmiah Pendidikan Jurnal Penelitian Ilmu Sosial dan Eksakta Jurnal Pengabdian Masyarakat Bestari (JPMB) Jurnal Ilmiah Pendidikan Dasar (JIPDAS) Makara Journal of Technology JAPI: Jurnal Akses Pengabdian Indonesia Community Services and Social Work Bulletin Indonesian journal of teaching and learning Proceeding of International Conference on Science, Education, and Technology Jurnal Konseling Pendidikan Islam Jurnal Komprehenshif The Sociology of Islam EDUCENTER JURNAL PENDIDIKAN Journal of Tropical Pharmacy and Chemistry Help: Journal of Community Service Jurnal Sosialita: Jurnal Kajian Sosial dan Pendidikan Jurnal Studi Islam dan Sosial
Warsito Warsito
Jurusan Fisika, FMIPA, Universitas Lampung
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Journal : Bulletin of Electrical Engineering and Informatics

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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 A. Ghanaim Fasya Abd. Rasyid Syamsuri Abdul Madjid Adhaini, Finna Adi Hermansyah, Adi Admi Syarif Adryanto, Edwin Aewaditha, Randha Kentama Agus Hermawan Agus Hidayat Agus Wantoro Ahmad Ahmad Ahmad Amarullah, Ahmad Akhmad Dzakwan, Akhmad Alief, M. Fadel Amartiya Sari, Shabilla Angraini, Lili Anis Artiyani Arie Srihardyastutie Arif Fadilah, Ahmad Armanto, Mustika Edi Asrowi Asrowi Ayu Sangging, Putu Ristyaning Azhar, Asyfariatus Zulfa Aziz, Mohamad Fathoni Azzahra, Vina Octavia Bakri Bakri Bayu Indrayanto Chabiburrochman, M. Mas'ud Citra, Dewi Sriani D Budianta, D Damiana Nofita Birhi Darmanto, Prihadi Setyo Dedi Muhtadi, Dedi Destyarini, Normalita Dewi, S. K. Dewi, S. K. Dian Wahyuningsih Dodi Iskandar, Dodi Dwi Hartantri, Saktian Dwi Paserena, Karinda Dwi Setyawan Dyan Isworo Edi Priyo Utomo Elvina Dhiaul Iftitah Endah Setiani Astuti Evi Elisanti, Evi Fahmi, Jam’an Farhana, Nida Fuady, Anies Ghea Salsabila, Nadhira Ghifari, Muhammad Al Gumilar, Aris Guntoro, Muhammad Yogi Gurum A P Gurum A P, Gurum A P Gusrianto, Anindira Aiska Haikal, Umair Hamdani Hamdani Hardati, Ratna Nikin Haswati, Desty Heni Sulistiani Hepsi Nindiasari Husnul Muttaqin I Made Astina Ichsan Ichsan Ilham Mundzir Iskandar, Ratu Sarah Fauziah Junaidi Junaidi Kalpataru I Kalpataru I, Kalpataru I Kamilatun, Nur Ahya Kautsari, Alya Paradisa Khairun Nisa Kuncara, Fatihah Nanda Kurnia Muludi M. Farid Rahman M. Rahman Mardiansa, Edwin Maren, A Marjunus, Roniyus Markoni Markoni Marlina Marlina Marsi Marsi Masruri Masruri Masruri Meilasari, Nabilla Melan, Firdania Desfani Moch Sasmito Djati Momon Sodik Imanuddin Muhammad Ikhsanudin, Muhammad Muhammad Wildan Muhammad Yasir Mulyoto mulyoto Mustaufir, Mustaufir Nashi Widodo Nisa Berawi, Khairun Nisa’us Sholikah Noer Aini Nugraha, Fadylah Akbar NUNI GOFAR Nur Choiro Siregar, Nur Choiro Nur Hidayat Nuriyanti, Ika Nur’aini, Dhiva Maulida Rizqi Pangestu, Ilham Aji Pradja, Bara P. Prahesti Tirta Safitri, Prahesti Tirta Pratomo, Sigit Adhi Priatna, S J Purwo Haryono Putri Nur, Tri Ramadhan, Dwi Sapri Redy Susanto, Erliyan Renih Hayati Rina Arum Prastyanti, Rina Arum Rini Rahayu Kurniati Rizqi Alima Fabri, Ahmad Rodiyah, Roirotul Rohaya, Nizla Rollando, Rollando Rosli, Roslinda Rukmono Budi Utomo, Rukmono Budi Rully Charitas Indra Prahmana Rurini Retnowati Sabaruddin Sabaruddin Sabilah, Sahla Safitri, Wulan Dwi Sahil, Mawardi Abi Saleh, Hairul Satria Jaya Priatna, Satria Jaya Setyawan, Dodi Yudo Shofiatul Jannah Siti Mariyah Ulfa SITI MUSLIKAH Sri Anitah Sri Budiyono, Sri Sri Suciyati, Sri Sri Wahyu Suciyati Sudiyo Widodo, Sudiyo Suharti, Eni Suhud Eko Yuwono Sukirwan Sukirwan Sulaiman, Abdulah Suleman Duengo Sumaryo Gitosaputro Sumaryo Sumaryo sunhaji sunhaji Supriyanto, Amir Surtono, Arif Susi Harnani, Susi Sutiman B. Sumitro Teguh Achadi Upik Mutiara Vientje Ratna Multiwijaya Wardana, Dian Widoretno, W. Widoretno, W. Wisnu Nugroho Aji, Wisnu Nugroho Wulan, Indah Indar Yakup Parto Yeni Nuraeni, Yeni Yeni Prasetyo, Yeni Yodhi Yuniarthe Zatira, Dhea