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Universitas Muhammadiyah Sidoarjo
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Journal : Telematika

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Peningkatan Ekstrasi Ciri Sinyal Epilepsi Menggunakan Teknik Sampling Ade Eviyanti; Hindarto Hindarto; M. Abror
Telematika Vol 13, No 2: Agustus (2020)
Publisher : Universitas Amikom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35671/telematika.v13i2.964

Abstract

Epilepsy is a brain disorder characterized by repeated seizures. Epileptic seizures are episodes that can vary from short periods to long periods and are almost undetectable. Electroencephalography (EEG) is a way to record the activities of the human brain. EEG is a brain sensor that can be used to determine epilepsy. The purpose of this study is to classify the signals of people who have epilepsy disease and the signals of people in good health. The method used is a sampling technique method to find the characteristics of EEG signals and the K-Nearest Neighbor (KNN) method to find the classification of EEG signals. The data used is EEG signal data consisting of five data sets (data set A, data set B, data set C, data set D, and data set E), this data comes from public data. Each data set contains 100 EEG signal data on one EEG sensor channel. This study only uses two classes, the first is Data Set A and the second is Data Set E. Data Set A is a person in normal condition and data set E is a person in a state of having epilepsy. In the sampling technique process, the values taken are the average value and the standard deviation value. Research that has been done yields an accuracy rate of 100%.
Co-Authors Abdul Rochim Ach Nur Ardyansyah Achmad Fathoni Ade Efiyan Ade Efiyanti Ade Efiyanti Ade Eviyanti Adisya Ayustina Agung, Aprelareza Ahmad Ahfas Ahmad Ahfas, Ahmad aini firdausi nuzulla Al-Faruq, Rizqi Noval Alshaf Pebrianggara Amwalinsanu Amwalinsanu Anisatul Makfiroh Arginanta, M. Arief Wisaksono Arif Senja Fitrani Astutik, Ika Ratna Indra Azmuri Wahyu Azinar Bimo, Muhammad Nur Bisri, Muhammad Anhar Bramatya Mahendra V.N Cahyono, Priyo Imam Dian Amalia Dimas Bayu, Dimas Dimas Tri Anggara Efendy, Egha Arya Efiyanti, Ade Egha Arya Egha Arya Affandi Endang Fauziati Erika Anjani Putri Fina Rahma Dewi Fitria Eka Wulandari Guko, William Yviis Hamid, Moch Siddiq Hamzah Setiawan Hamzah Setiawan Hendrik Kusnanto Ika Ratna Indra Astutik Ilham Rofiqi, Mochammad Imanda, Almyra Gitta Imroatus Sholikhah, Imroatus Indah Apriliana Sari Wulandari Indrawati, Marcella Istya, Riska Adi Izza Anshory Jasno, Jasno Javier, Gomes Noor Kautsar, Irwan Alnaurus KHOIRI Kurnianto, Happy Lailia, Jauharotul Lorin, Emelin Yuan Mahdhuroh, Umi MARIA BINTANG Maulana Iqbhal Prayogha Slamet maulana, Metatia intan Mauridhi Hery Purnomo Moch Ridwan Alwi Moch. Hariadi Mochamad Alfan Rosid Mochammad Luthfan Hakim Mochammad Luthfan Hakim Mochammad Septa Sandy Mohammad Suryawinata Mufti, Adam Laxmana Muhammad, Fajar Nisa, Umi Khoirun Ni’mah, Alfa Nouval Aulia Rachman Novia Ariyanti NUR KHOLIFAH Nur Maslikhatun Nisak Nur Maslikhatun Nisak Nuril Lutvi Azizah Paramitha Amelia Kusumawardani Prasetyo, Yoga Eko Priyambodo, Dimas Puspitasari, Kiki Candra Putra, Rio Ananda Quraini, Isyaffina Rachmad Aditya Pratama Ramadhan, Mochammad Hisyam Syah Ribangun Bamban Jakaria Riski Yulianto Riski Yulianto Rizky Ndaru Wicaksono Rosa, Yoshinta Maylia Rosid, Muhammad Alfan Rozzaq, Muhammad sandy, Mochamad septa Setiawan, Hamzah Setyawati, Enik Shiddiq, Zulfian Syahril Slamet, Maulana Iqbhal Prayogha Sumarno Sumarno . Sumarno Sumarno Sumarno Sumarno Sumarno Sumarno Supartini, Windah Suprianto Suyadi, Tarekh Alif Firmansyah Syafii, Olynda Mufariihana Nur Syahrorini, Syamsudduha Syamsiar, Syamsiar Tarekh Alif Firmansyah Suyadi Tassa, Tara Januar Abwina Taurusta, Cindy Triwahono, Handi Utama, Bagas Riski Vania, Talitha Viyanti, Amalia Wahyu, Muhamamad Widiantoro, Rulli Windah Supartini Wulandari, Alidza Septiam Yoga Eko Prasetyo Yulian Findawati Yunianita Rahmawati Yunianita Rahmawati, Yunianita Zahputra, Aldy Trisza