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Adi Wijaya
Bandar Lampung University
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Journal : Communications in Science and Technology

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Improving multi-class EEG-motor imagery classification using two-stage detection on one-versus-one approach Wijaya, Adi; Adji, Teguh Bharata; Setiawan, Noor Akhmad
Communications in Science and Technology Vol 5 No 2 (2020)
Publisher : Komunitas Ilmuwan dan Profesional Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21924/cst.5.2.2020.216

Abstract

The multi-class motor imagery based on Electroencephalogram (EEG) signals in Brain-Computer Interface (BCI) systems still face challenges, such as inconsistent accuracy and low classification performance due to inter-subject dependent. Therefore, this study aims to improve multi-class EEG-motor imagery using two-stage detection and voting scheme on one-versus-one approach. The EEG signal used to carry out this research was extracted through a statistical measure of narrow window sliding. Furthermore, inter and cross-subject schemes were investigated on BCI competition IV-Dataset 2a to evaluate the effectiveness of the proposed method. The experimental results showed that the proposed method produced enhanced inter and cross-subject kappa coefficient values of 0.78 and 0.68, respectively, with a low standard deviation of 0.1 for both schemes. These results further indicated that the proposed method has an ability to address inter-subject dependent for promising and reliable BCI systems.
Co-Authors ', Adnan A.A. Ketut Agung Cahyawan W Abdul Muis Abu Bakar Sambah, Abu Bakar Akbar Lufi Zulfikar Al Abror, M. Abdul Malik Alfani, Ajeng Khori Amrulloh, Lutfi Arfiah Busari Ari F Syam Arif Hidayat Asmawati, Diah Aziz Q, Ikhwan Aziz, Ikhwan Baharuddin Baharuddin Bayu Priyono, Bayu Daduk Setyohadi Dewi, Deshinta Arrova Dharmawan, Denny Dharmika D Didi Sunardi Dio Caisar Darma Djohan, Sjamsu Djoko Setyadi Edi Surya Negara Ehwannudin, Ehwannudin Ehwanudin Ehwanudin Ehwanudin, Ehwanudin Ekhwanuddin, Ekhwanuddin Eny Rochaida Erawan, Bambang Fadilah, Lutfi Fahreza, Nirwan Fajriyati, Latifah Adi Farhan Muzaki Firmansyah F Gaffar, Emmilya Umma Aziza Ghaida, Regina Hartati, Sukmini Hasanah, Putri Nikmatul Hayati, Rina Mida Hernisawati, Hernisawati Hidayah, Chusnul Ikhwan Fauzi, Ahmad Irhamuddin, Irhamuddin Irhamudin, Irhamudin Irwan Gani Islahiyah Nida Jiuhardi, Jiuhardi Khairullah, Khairullah Khofifah, Dwi Kurniawan A., Erwin Kurniawan, Andys Kurniawan, Tri Basuki Kursiswanti, Eli Tri Lia Paryanti, Eka Lingga, Rafi Putra Liwa, Maria Ana M Said Hasibuan M. Diki Septiawan M. Yoga Supeno Mahdalena, Nadya Christa Mas’ud, Rahmad Mas’ud, Rudy Masiku, Yakin Masuwd, Mowafg Maulana, M.Fikri Midahayati, Rina Miftahus Saadah, Miftahus Muhammad Izman Herdiansyah Mujino Mujino, Mujino Mukti, Eviana Nadaek, Nason Najah, Atin Nailatun Nikmah, Lutfiatun Nisfah, Amirotun Noor Akhmad Setiawan Nur Ariyani, Putri Nur Iman Nurjanana Nurjanana Priyana Nur Jannah Putro, Pilipus Bambang Wahyono Q, Ikhwan Aziz R Rizal Isnanto Radinata, Riki Rahcmad Budi Suharto Ramadan, Muhammad Fadli Ilham Ramdhan, Dahma Amar Rizky, Muhamad Romadlona, Fitria Rosyid, Ahmad Sihabudin Rumiasih, N. A. Shihab, Elza Fauziyah Sidiq, Syahrul Solehudin, Solehudin Sri Mintarti Suhadi, Ahmad Suharto, Rachmad Budi Suprapti, Devita Mardiana Sutari, Mira Sutaryo Sutaryo Syahrial, Muhfi Tata Sutabri Teguh Bharata Adji Toar JM Lalisang Triyana, Novi Umi Zakiyah, Umi Wahyu Setiawan Wardaniah, Mistaratul Yeh, Ming-Lang Yuliana Yuliana Yuswanto, Adi Zahiruddin, Haikal Zainal Ilmi Zamruddin Hasid Zukarnain, Zuriani Ahmad