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Amir Hamzah
Institut Sains & Teknologi AKPRIND Yogyakarta
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Journal : Bulletin of Electrical Engineering and Informatics

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SentiHotel: a sentiment analysis application of hotel services using an optimized neural network Dyah Apriliani; Taufiq Abidin; Edhy Sutanta; Amir Hamzah; Oman Somantri
Bulletin of Electrical Engineering and Informatics Vol 10, No 3: June 2021
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v10i3.3040

Abstract

An assessed hotel service is necessary for tourists and everyone who is traveling, however currently it is still difficult to find recommended hotel information. The solution provided in this research is to propose a smart application that has been developed by implementing machine learning in it. The purpose is to build a sentiment review smart application by applying the sentiment analysis hybrid model of the best neural network (NN) algorithm model that has been optimized using genetic algorithms. To get the right model, the research method was carried out with experiments starting from the initial stages of conducting data preprocessing, tokenization, weighting, modeling experiments, and conducting the system evaluation stage to determine the success of the proposed model. The progress of the application development system is by using the prototyping model. SentiHotel is a sentiment application that was successfully built to provide a solution for tourists in assessing a hotel service. The software validation test is carried out using the blackbox method and the results show that the SentHotel application is in accordance with the expected result; all system functions can run properly.
Co-Authors Ade Rizki Purnama Ade Yogi Adhi Susanto Adhi Susanto Afifah Dzuriatun Khasanah Agel, Walid Agusnadi Agusnadi Ahmad Mujahid Ainun Ainun amirhamzah@institutpendidikan.ac.id Andi Kurniawan Andika Andika Andri Perdana Putra Anggreawan - Aprizal Rosadian Ari Budi Noviyanto Ariyana, Renna Yanwastika Asriadi Asriadi Asti Widyaningsih Ayus ahmad Yusuf Basuki Beny Firman Budhi Anto Catur Iswahyudi Catur Iswayudi Dahliyusmanto, Dahliyusmanto Daldir - Dedy Darmawan Dini Suryaningsih Dyah Apriliani Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Egi Mulyadi Emy Setyaningsih Erfanti Fatkhiyah Erma Susanti Erna Kumalasari Nurnawati Erna Kumalasari Nurnawati Erna Safariyah Erwin Hariyanto Nugroho F. Soesianto F. Soesianto Fauzan Prasetyo Febbi Adha Hardiani Febrianto Ramadhan Firdaus Firmansyah Kusuma, R. Okky Galih Prassantika Utama Gatot Santosa Gatot Santosa, Gatot Gloriansi Umbu Heingu Deta Hadijah Hadijah Hae Isnapoh Maykel Yoseph Hanny Oktariani Hari Rachmadi Haris Dibdyaningsih Hendra Mardika Heri Ihwani Heri Siswanto Heru Susanto Indien Winarwati Indriyani Indriyani Irawan Danismaya Ismail Ismail Istiana Agustika Anandy Iwan Kurniawan Iwan Sukma Gumilar Jazi Eko Istiyanto Jazi Eko Istyanto Kris Suryowati Lia Dwi Martika Lilik Nugroho M Altaf Hidayat M. Rasuhan Fikri MAYA, IRA Mia Lusmiawati Mohammad Sholeh Muchamad Rizal Rinaldi Muhamad Najib Muhamad Taufik Hidayat Muhammad Akbar Muhammad Firdaus Muhammad Sholeh Muhammad Sholeh Muhammad Suyanto Muntaha Nega Mustafa - Naniek Widyastuti Naniek Widyastuti Niken Irawati Putri Novita Istiqomah Nurul Sakdah Oktaviani Rahmita Putri Oktaviani Rita Puspasari Oman Somantri Pidie Wiyanto Prastyono Eko Pambudi R. Ismail Nugroho Akbar Riani - Risang Aji Herlambang Risma Sri Mulyati Robertus Desta Raka Siwi Romy Romy Rr. Yuliana Rachmawati Ryan Akbar Fadhilah Ryvan Sirait Ryzka Rahmawati Shalahuddin Shaleh Shaleh Sholeh, Muhammad Siar Nimah Siti Lestari Sony Cahyo Wibisono Suraya - Suwanto Raharjo Syafi'i, Ahmad Tanty Naomi Siahaan Taufik Maulana Taufiq Abidin Tinezia Arum Cendhani1 UGM) Fakultas Matematika dan Ilmu Pengetahuan Alam Jazi Eko Istiyanto (Jurusan Fisika Uning Lestari Uning Lestari Universitas Gadjah Mada) Fakultas Teknik Adhi Susanto (Jurusan Teknik Elektro Universitas Gadjah Mada) Fakultas Teknik F. Soesianto (Jurusan Teknik Elektro Uswatun Hasanah Virgilius Daton Balamakin Wafikulinnuha - Wafikulinuha Wafikulinuha Wahid Hasim Wahid Hasyim Winantris Winantris Wisnu Widiarto Wisnu Widiarto Yoga Pratama Yohanes Yohanes Yudi Setyawan Yunita Kusumawardani Yusriana Yusriana