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Journal : IPTEK Journal of Proceedings Series

The Erythemato-Squamous Dermatology Diseases Severity Determination using Self-Organizing Map Haryanto Haryanto; Miftahul Ulum; Diana Rahmawati Rahmawati; Koko Joni; Ahmad Ubaidillah; Riza Alfita; Lilik Anifah; Bain Khusnul Khotimah
IPTEK Journal of Proceedings Series Vol 1, No 1 (2014): International Seminar on Applied Technology, Science, and Arts (APTECS) 2013
Publisher : Institut Teknologi Sepuluh Nopember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12962/j23546026.y2014i1.358

Abstract

A new approach based on the implementation of Self Organizing Map is presented for automated detection of erythemato-squamous diseases. The purpose of clustering techniques is in order to determinate the severity of erythemato-squamous dermatology diseases. The studied domain contained records of patients with known diagnosis. Self-Organizing  Map algorithm's task was to classify the data points, in this case the patients with attribute data, to one of the six clusters (psoriasis, seboreic dermatitis, lichen planus, pityriasis rosea, cronic dermatitis, dan pityriasis rubra pilaris). The algorithm was used to detect the six erythemato-squamous diseases when 33 features defining five disease indications were used. The purpose is to determine an optimum classification scheme for this problem. The present research demonstrated that the features well represent the erythemato-squamous diseases and SOM algorithm's task achieved high classification accuracies. The best accuration for  psoriasis 85,94%, seboreic dermatitis 40,48%, lichen planus 56,25%, and pityriasis rosea 82,61%, with learning rate value were 0,1, 0,2, 0,9, and 0,4
Co-Authors A.A. Ketut Agung Cahyawan W Abdul Rozaq Abdul Rozaq Abidin, Zainal Ach Rosyidi Achmad Fiqhi Ibadillah Achmad Fiqi Abadillah Achmad Ubaidillah Achmad Ubaidillah Achmad Ubaidillah Achmad Ubaidillah Ms Adi Kurniawan Saputro Adi Kurniawan Saputro Affandi, Eko Kholid Afif, Nasrul Ahmad Riyadi Ahmad Ubaidillah Ahmad Ubaidillah Ahmad, Sabarudin Andre Putra Pratama Angkoso, Cucun Very Apriliyanto, Muhammad Ardiansyah, Yul Arifa, Herfina Nur Bagus Wahyudi Bain Khusnul Khotimah Bana, Muhammad Sulton Damayanti, Vivi Darmawan, Fajar Dwika Deni Tri Laksono Desy Fatjriyatun Dhimas Bayu Mehendra Dian Neipa Purnamasari Diana Rahmawati Diana Rahmawati Diana Rahmawati Diana Rahmawati Diana Rahmawati Rahmawati Dimas Nugroho Dina Zurayda Fahmi, Monika Faswia Faida, Roijatul Febrianto Hadi Kusuma Firga Deman Samudra Firman Mardiansyah Hadi Kusuma, Febrianto Hanif Pradipta Hardiwansyah, Muttaqin Harianto Harnyoto, Harnyoto Haryanto Haryanto HARYANTO Haryanto Haryanto Haryanto Haryanto Heri setiawan Hotija, Siti Nur Iskandar Dzulkarnain Ivan Kurniawan Jamilah Khoirul Hidayat Khoirul Hidayat Kunto Aji Wibisono Kunto Aji Wibisono Kurniawan Saputro, Adi Laksono, Deni Tri Lilik Anifah Lutqin, Jamal M. Azka Mujaddidin M.Zainul Arifin M.Zainul Arifin Manahim, Bisma Nurillah Miftachul Ulum Miftachul Ulum Miftachul Ulum MIFTACHUL ULUM Miftachul Ulum, Miftachul Miftahul Ulum Mochamad Khoirudin Mochamad Khoirudin Monika Faswia Fahmi Muhammad Farisal Muhammad Iqbal Maulana Muhammad Sulton Bana Muhammad Sulton Bana Mulayadi, Mulayadi Mulyadi Mulyadi Mutiara Puspa Putri I Ningtias, Trisni Wahyu Nonik Silvia Agustin Nur Mohammad Alifur Nurul Isnainin Nurus Sholeh Nurus Sholeh pradipta, Hanif Prasetyo, Galih Adhi Pratama, Herik Purwitasar, Elvina Rachmad Hidayat Rahmawati, Diana Raynold Dwi Agung Wardana Rifky Maulana Yusron Risanuri Hidayat Riza Alfita Riza Alfita Riza Alfita Riza Alfita Riza Alfita Riza Alfita ROSIDA VIVIN NAHARI Roziqin, Mohamad Fatkhan S. Ida Kholida Sabarudin Ahmad Satrio, Eka Setya Wahyu Priyadi Siti A’isya Suhartatik Suhartatik Suhartatik Suhartatik Sujoko Sumaryono Sukri, Hanifudin Syafik Syafik Tania Octavriana Tri Laksono, Deni Tri Sakti Sutrisno Ubaidillah Ms, Achmad Ubaidillah, Achmad Ulum, Miftachul Vivin Nahari Vivin Nahari Vivin Nahari, Vivin Nahari Wahedah, Wahedah Wibisono, Kunto Aji Zainal Abidin Zainal Abidin