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Dyah Apriliani
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Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Mechanical Engineering Social Sciences Other

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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 Ahmad Maulana Amir Hamzah Ardi Susanto Dega Surono Wibowo Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Ginanjar Wiro Sasmito Hepatika Zidny Ilmadina Indah Dwi Jayanti Irfan Triadi Saputra M. Nishom Mentari Arsita Putri Muhammad Fikri Hidayattullah Nurul Renaningtias Oman Somantri Sharfina Febbi Handayani Siti Handayani Taufiq Abidin Yustia Hapsari