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All Journal Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Lontar Komputer: Jurnal Ilmiah Teknologi Informasi Majalah Ilmiah Teknologi Elektro Jurnal Sains dan Teknologi Jurnal Buana Informatika Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Edukasi dan Penelitian Informatika (JEPIN) JUITA : Jurnal Informatika Jurnal Teknologi dan Sistem Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JOURNAL OF APPLIED INFORMATICS AND COMPUTING Indonesian Journal of Electrical Engineering and Computer Science Walisongo Journal of Information Technology Jurnal Ilmiah Teknologi dan Komputer (JITTER) Majalah Ilmiah Teknologi Elektro
I Putu Agung Bayupati
Program Studi Teknologi Informasi, Fakultas Teknik, Universitas Udayana
Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Energy Engineering

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Journal : Jurnal Teknologi dan Sistem Komputer

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Komparasi model support vector machine dan backpropagation dalam peramalan jumlah wisatawan mancanegara di provinsi Bali Imelda Alvionita Tarigan; I Putu Agung Bayupati; Gusti Agung Ayu Putri
Jurnal Teknologi dan Sistem Komputer Volume 9, Issue 2, Year 2021 (April 2021)
Publisher : Department of Computer Engineering, Engineering Faculty, Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/jtsiskom.2021.13847

Abstract

Tourism in Bali is one of the major industries which play an important role in developing the global economy in Indonesia. Good forecasting of tourist arrival, especially from foreign countries, is needed to predict the number of tourists based on past information to minimize the prediction error rate. This study compares the performance of SVM and Backpropagation to find the model with the best prediction algorithm using data from foreign tourists in Bali Province. The results of this study recommend the best forecasting using the SVM model with the radial kernel function. The best accuracy of the SVM model obtained the lowest error values of MSE 0.0009, MAE 0.0186, and MAPE 0.0276, compared to Backpropagation which obtained MSE 0.0170, MAE 0.1066, and MAPE 0.1539.
Co-Authors Adie Wahyudi Oktavia Gama Aditya, I Nyoman Tri Agus Gede Adi Prayoga Akane Sasaoka Alesia Arum Frederika Anak Agung Ketut Agung Cahyawan Wiranatha Anak Agung Kompiang Oka Sudana Arsa, Dewa Made Sri Ayu Wirdiani Bimantara, Ranggashakti Christine Regilia Suwu Deria Dwi Antari Desak Ayu Sista Dewi Desy Purnami Singgih Putri Dewi, Anak Agung Ayu Sintya Dina Wahyuni Puteri Dwi Rusjayanthi, Dwi Dwi Suarjaya, I Made Agus Ekanyana Nugraha, I Gede Bagus Erha Syaifuddin Hassant’R Eva Martina Sitorus Frederika, Alesia Arum G M Arya Sasmita Gede Indra Raditya Martha Gunawan, I Kadek Gusti Agung Ayu Putri I Dewa Nym. Nurweda P., I G A A Diah Indrayani I Gede Sujana Eka Putra, I Gede Sujana Eka I Gusti Ayu Agung Diatri Indradewi I Gusti Lanang Trisna Sumantara I Kadek Ari Melinia Antara I Kadek Gunawan I Ketut Adi Purnawan I ketut Gede Darma Putra I Made Agus Dwi Suarjaya I Made Budi Adnyana I Made Mertha Prayuda I Made Sukarsa I Made Suryanata I Made Suwija Putra I Nyoman Piarsa I Putu Ade Ambara Putra I Putu Arya Dharmaadi I Putu Bayu Krisnawan I Putu Cahya Prawira I Putu Pratama Andika I Putu Yudha Ariatmaja I Wayan Agus Krisna Apriana I Wayan Andis Indrawan I Wayan Dharma Satriawan I Wayan Widiana Ida Ayu Putu Febri Imawati Imelda Alvionita Tarigan Kade Bramasta Vikana Putra Kadek Suar Wibawa Komang Gede Kurniadi Kurniawan, Laurensius Adi Laurensius Adi Kurniawan Made Sudarma Made Wibawa Minho Jo Nandita, Ida Ayu Widya Ni Kadek Ariasih, Ni Kadek Ni Kadek Ayu Anggraeni Ni Kadek Ayu Wirdiani Ni Kadek Rahayu Widya Utami Ni Luh Ketut Inggitarahayu Anggasemara Ni Made Meriliana Candra Devi Ni Wayan Wisswani Nyoman Purnama, Nyoman Philipus Novenando M Weking Putu Ary Setiyawan Putu Satya Saputra Putu Wira Buana Putu Wulan Dewi Prihandani Putu Yudha Yarcana Putut Rendra Wismawan Rusjayanthi, Ni Kadek Dwi Saputra, I Made Ari Saragih, Evan Himawan Susila, Anak Agung Ngurah Hary Vidya Chandradev Wira Buana Y. Haryo Sulistyanto Sunaryo Yonatan Adiwinata Yustisia, Putu Visvani