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Journal : Jurnal Teknik Industri

APLIKASI METODE CROSS ENTROPY UNTUK SUPPORT VECTOR MACHINES Santosa, Budi; Widyarini, Tiananda
Jurnal Teknik Industri Vol 10, No 2 (2009): Agustus
Publisher : Department Industrial Engineering, University of Muhammadiyah Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (421.883 KB) | DOI: 10.22219/JTIUMM.Vol10.No2.150-157

Abstract

Support vector machines (SVM) is a robust method for  classification problem. In the original formulation, the dual form of SVM must be solved by a quadratic programming in order to get the optimal solution. The shortcoming of the standard version is as the classification problem is getting larger, the high computing time is needed. Cross entropy (CE) is a newly discovered optimization method with two main procedures: generating data samples by a chosen distribution, and updating the distribution parameters due to elite samples to generate a better sample in the next iteration. The CE method has been applied in many optimization problems with satisfying result. In this research, CE is applied to solve the optimization problem of Lagrangian SVM for faster  computational time. This method is tested in some real world datasets for classification problem. The results show that the application of CE in SVM is comparable to standard SVM in classifying two class data in terms of accuracy. In addition, this method can solve large datasets classification problem faster than standard SVM.
Co-Authors Abdurrahman, Ahmad Fauzan Abiyoga, Gerald Arsa Adhiyaksa Ade Lia D. Safitri Adrianus Yosep Ago, Adrianus Yosep Agus Sasmito Aribowo Agustin Rahmawati Ahmad Juni Haryanto, Fandi Ahmad Warsun Ali Ridho Barakbah Ana Hida, Yeni Danga Andri S, Andri Andri Sukeksi Anin, Vitry Agrida Anindita, Cipta Ayu Anissa Wulandari, Anissa Antariksa Antariksa Ari Yanuar Ridwan, Ari Yanuar Ari Yanuar, Ari Bambang Utoyo Boli Samun, Thomas Aquino Budi Sulistyo Budianto, Anwar Budiyono Budiyono Buru, Romika Jibrael Choirida, Saskia Dyah Dalin, Yulianus Dani Satyawan Das Neves, Lucia Ximenes De Jesus, Julio Rodrigues Deniswara, Cindy Dessyanto Boedi P Dessyanto Boedi Prasetyo Destaria Madya Verawaty, Destaria Madya Dida Diah Damayanti Didi Setya, Didi Didik Sumanto Dinda Sekar Putri, Dinda Sekar Djoko Legono Dwi Aries Himawanto Dwi Sulistyoningsih Dwiska Aini Nurrahma, Dwiska Aini Eka Fitasari Eka Puji Hastuti, Eka Puji Ekawati, Fitri Eko Prasetyo Nugroho Endang Purwaningsih Erik Kurniawan, Erik Ethica, Stalls Norma Fajar Kurnia Fauzia Hulopi Gesi, Rofinus Gita Purnama Sari, Gita Purnama Gunarto Gunarto Hairurraziqin Hairurraziqin, Hairurraziqin Hananta, Yan’s Dianaga Hani Purnamasari, Hani Hariyadi Hariyadi Hariyana, Bambang Helmi Helmi Hengky Novarianto Henna Ria Sunoko, Henna Ria Henna Rya Sunoko Henna Rya Sunoko Herry Sofyan Hertanto Wahyu Subagio Hertanto Wahyu Subagyo Heru Cahya Rustamaji Horna, Horna Hosang, Meldy Husada, Hendrianto I Ketut Eddy P, I Ketut I Ketut Eddy P. I Made Tasma Ial Irwan Arahman, Ial Irwan Indra Perwira, Rifki Indraloka, Dwi Smaradahana Irfan Suliansyah Ismail Maskromo Ismawati Ismawati Janggakadu, Arnold Hina Jerrystama Abipradja, Jerrystama Juwairiah Juwairiah Juwita Ratna Dewi Kale, Barnese Nelce Karuniawati, Fenty Kgs Ahmadi Khoiriyatuinnisa, Khoiriyatunnisa Kisdjamiatun RMD Kumala, Sella Candra Indah Laga Bahi, Titus Kobo Lanang, Fransiskus Limahekin, Donatus Aribeda Lisa Dwi Wulandari Lisyani S Lisyani Suratmo, Lisyani Maharani, Dias Mandasari, Fika Mangaras Yanu Florestiyanto, Mangaras Yanu Markus Priharjanto, Markus Martin Simanjuntak Martins, Arcanjo Mawardi, Sukmawati Maya Putri Arumsari, Maya Putri Mema Ma?u, Damianus Merkurius Memet, Antonius Muhamad Yunus Muhammad Riski, Muhammad Nanda, Angelica Mega Ni Putu Aniek Mahayani, Ni Putu Aniek Niken Puruhita Njurumana, Yermias Yiwa Noverita Rochsitasari, Noverita Nugroho, Febri Satrio Nurul Qomariyah Ola, Ramdan Oliver Samuel Simanjuntak Panjang, Meha Tara Pereira, Gregorio Perwira, Rifki Petronius, Zakarias Magnus Pramono Sasongko Prasetyo, Muhammad Bagus Prasetyo, Nanda Isdian Prastiyanto, Muhammad Evy Primasari, Maria Putra, Gregorius Guruh Handaya Putra, Ludfie Hardian Qosim, Muchamad Nur Ragil Saptaningtyas, Ragil Rahmat Adeputra, Rahmat Rahmawati, Atina Ranny Wahyu Ningrat Ratna Wulan Sari Ratomesang, Richardo Pelipus Boru Rejeki, VG. Sri Riangsari, M.F. Devita Rifki Indra Perwira Rifky Satya Wicaksono, Rifky Satya Rini Megawati Rio Aurachman, Rio Rizalditya, Putra Bintang Rozana Rozana, Rozana Rr. M.I. Retno Susilorini Rudi Theo Satrio, Rudi Theo Rusdiana, Endang Saja, Bernardus Bode Sihombing, Ezra Siti Aisah Slamet Riyadi Soares, Rosalino De jesus Sofi Fauziah, Sofi Sofyan Cholid, Sofyan Sri Darmawati Sri Subanti Sugiyono Sugiyono Suhartono Suhartono SUHARYANTO SUHARYANTO Suliana, Gatut Suliana, Gatut Sumiyarti Sumiyarti, Sumiyarti Supriyadi Supriyadi Susilorini, Rr. M. I. Retno Susilorini, Rr.M.I Rretno Susilorini, Rr.M.I. Retno Tahta Alfina Tantalu , Lorine Tantalu, Lorine Tantalu, Lorine Tatty Ermin Taus, Dominika Sone Tiananda Widyarini Timba, Margaretha Kahi Tulalo, Meity Aneke Tulalo, Meity Aneke Umar Affandi Veronika Veronika Waenah . . Wahon, David Dolu Aman Wahyu Ari Widiyastuti, Wahyu Ari Wardhana, Punto Aji Wijiati, Irma Wilis Kaswidjanti Wirawan Wirawan Wona, Yosevina Ximenes Guterres, Anapula Do Rosario Yan Indra Putra, Yan Indra Yanuar, Masnia Mahardi Yosua Yosua Yoyon K. Suprapto Yoyon K. Suprapto Yuhefizar Yuhefizar Yurinda Amalia, Yurinda Zela Ubaidillah