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Journal : IJID (International Journal on Informatics for Development)

Feature Selection Method to Improve the Accuracy of Diabetes Mellitus Detection Instrument Wulandari, Sari Ayu; Madnasri, Sutikno; Pramitasari, Ratih; Susilo, Susilo
IJID (International Journal on Informatics for Development) Vol. 9 No. 2 (2020): IJID December
Publisher : Faculty of Science and Technology, UIN Sunan Kalijaga Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14421/ijid.2020.09203

Abstract

The need for aroma recognition devices or often known as enose (electronic nose), is increasing. In the health field, enose can detect early diabetes mellitus (DM) type 2 from the aroma of urine. Enose is an aroma recognition tool that uses a pattern recognition algorithm to recognize the urine aroma of diabetics based on input signals from an array of gas sensors. The need for portable enose devices is increasing due to the increasing need for real-time needs. Enose devices have an enormous impact on the choice of the gas sensor Array in the enose. This article discusses the effect of the number of sensor arrays used on the recognition results. Enose uses a maximum of 4 sensors, with a maximum feature matrix. After that, the feature matrix enters the PCA (Principal Component Analysis) feature extraction and clustering using the FCM (Fuzzy C Means) method. The number of sensors indicates the number of features. Enose using method for feature selection, it’s a variation from 4 sensors, where experiment 1 uses 4 sensors, experiment 2 uses a variation of 3 sensors and experiment 3 uses a variation of 2 sensors. Especially for sensors 3 and 4 using feature extraction method, PCA (Principal Component Analysis), to reduce features to only 2 best features. As for the variation of 2 sensors use primer feature matrix. After feature selection, the number of features is 2 out of 11 variations. Next, do the grouping using the FCM (Fuzzy C Means) method. The results show that using two sensors has a high accuracy rate of 92.5%.
Co-Authors Abadi, Surjo Abas, Imelda Hermilinda Abdullah, Sahami Achmad Husen Afrian, Zain Agung Purwanto Agus Suman Ahada, Ichi Ahmad Ali Aisyah Aisyah Aji Purwinarko, Aji Al Muizzuddin Fazaalloh, Al Muizzuddin Alamsyah, Mashudi Alim, Alimun Nasrun A. Hi Aloysius Hardoko Alvian, Alvian Alvian, Alvian Amalia, Mega Putri Rizky AMINULLAH, BRILLIAN AKBAR Amirullah, Gufron Amran Rasli, Amran Andi Fadllan Andreas Priyono Budi Prasetyo Ani Rusilowati Anita Anita Anjar Kusuma, Febra Anthon Efani Arfiansyah, Ligi Putra ARI SETIAWAN Aridah, Aridah Arifin, Syaiful Aryani, Nila Prasetya Asfi Manzilati Asrul Asrul Astri Oktaviana Mujiarti, Astri Oktaviana Aulia, Lisa Nur Axellina Muara Setyanti, Axellina Muara Azainil Azainil Azzahra, Annisa Salsabila Babu, R. Udhaya Mohan Badar, Muhammad Badawi, Agil Bagus Putra Setiawan Bambang Subali Bambang Widodo Bambang Widodo, Bambang Widodo Beny, Frederik Beny Silamba Benyamin Hernan Cresvo Hutasoit Berchah Pitoewas Bibit Suhatmady Budhi Akbar, Budhi Budi Prayitno Camalia, Fayeza Candra Fajri Ananda D Martina, D D.J. Pratiwi, D.J. Dameria Sinaga Daniel Tarigan Darmah, Aridah Darmawan, I Gusti Ngurah Defwaldi, Defwaldi Desmilianti, Helvika Destri Zadia Arini Devanto Shasta Pratomo Dewi Ayu Nawang Dewi, Adelina Ryan Candra Dewi, Dewi lestari Diana Vivanti Sigit Didimus Tanah Boleng Ditasona, Candra Driptufany, Dwi Marsiska Dudy D. Wijaya, Dudy Dwi Arini Dyah Sunggingwati Edi Kurniawan Ellianawati, Ellianawati Erlyn Yuniashri Erma Mexcorry Sumbayak Erniyanti Erniyanti Etin Diah Permanasari Febra Anjar Kusuma Fianti Fianti, Fianti Fikri, Saiyidinal Finuliyah, Firdaus Fitriadi, Ahmad Fitroh, Ummi Nuzulul G. B. Suparta Giry Marhento Hadi Susanto Hanifa, Nur Isnaini Hardiyanto, Wahyu Hartono Hartono Hartono, Rio Cahyo Hasbi Iskandar Hendrikus Male, Hendrikus Henita Rahmayanti Hermagustiana, Istanti Hermagustiana, Istanti Hilma Harmen Ian Yulianti, Ian Ilmi Zajuli Ichsan Ilmi, Syaripa Nurul Ilmi, Syaripa Nurul Irwandani Irwandani Isa Akhlis Iwan Setiawan Jaino Jaino Joni Efendi, Joni Jumriah, Jumriah Kalukar, Ventje Kalukar, Ventje Jany Kartika, Nur Helida Khairiyah, Ayu Khairunnisa, Nabila Khusnul Ashar Kristina, Nugra Heni Kurniana, Kurniana Kusminarto Kusminarto Kusumastuti, Anisa Langlang Handayani Limbong, Efendi Limbong, Effendi Lisa Nur Aulia Lisdiana Lisdiana M. Firmansyah Madnasri, Sutikno Maesaroh, Dwi Titi Mahardika Prasetyo Aji Maria Teodora Ping, Maria Teodora Marlina Ekawaty Masswaet, Elsje Theodora Masturi Masturi Meisella, Reri Suci Melati, Emma Melda Simorangkir, Melda Moh. Khusaini Mosik - Mudrosanto, Iswadi Muhammad Eko Purnomo Muhammad Yusuf Mulyawati, Dita Munif, Azhari Muttaqin, Rodhotul Nempung, Judo Ignatius Nina Queena HP Nisyah, Khairun Nita Nita Novita, Mery Nurhayati, Yetty Oktaviani, Suci P.A. Mahardika, P.A. Pabika, Obet Paluruan, William Pardomuan, Remon Patang, Nurfadilah A. Pramitasari, Ratih Pudjihardjo, Pudjihardjo Putra, Ngurah Made Dharma Putri Sherlyana, Ninda Putri, Izharina Tania Putu Mahardika Adi Saputra Putut Marwoto R Aryawijayanti, R Rachmawati, Yunita Rahayu Novita Rahayu, Famala Eka Sanhadi Rahman, Md. Mehadi Rajagukguk, Anita Carolina Ratu Pratiwi, Fadhila Renwarin, Arlen Rijamil, Safira Amru Rini Prastiwi Rini Setyowati, Dea Riris Nurindriani Dwi Meiatun, Riris Nurindriani Rosdiana Rosdiana Rudi Setiawan Sabeilai, Jilva Krisye Saiful Ridlo Salman Aji Saputro, Agung Kuntoro Sari Ayu Wulandari Sari, Dwi Nikita Sarwo Edi Wibowo, Sarwo Edi Satyawati Surya, Satyawati Septiano, Alvin Fachrully Setiawan, Rendy Setiyani, Ade Irma Setyaningsih, Maryanti Setyaningsih, Natalia Erna Setyanti, Acellina Muara Setyo Tri Wahyudi Sibuea, Novli Sigit Saptono Silvi Asna Prestianawati Sitinjak, Natanael Sitompul, Adnan Nirwanda Situmorang, Ghita Dea Fany Situmorang, Martua Rizal Sri Wahyuni Suciatia, Rizkia Sudarmin Sudarmin Sugeng, Santoso Sujarwata Sujarwata Sunardi Sunardi Sunarno Sunarno Supriyadi Supriyadi Suryaningsih, Angelia Rantya Apriliawati Sutikno Sutikno Sutoyo, Slamet Sutoyo, Slamet Tahir, Herlina Tara Marza Citra Dewi Tarukan, Vincetius Yulianis Tri Suminar Tulak, Jeremi Tombi Layuk Utama, Muhamad Adji Rahardian Vika Hutaria W.S. Budi Wahyu Setia Budi Warman Warman Warman, Dira Muvianti Wedyanto Kuntjoro Weningtyas Parama Iswari, Weningtyas Parama Wicesa, Nayaka Artha Widyatmike Gede Mulawarman Winarto, Oetami P. Yohannes Sardjono Yuni Utami Asih, Yuni Utami Yunita Sari Yusak Hudiyono, Yusak