Bulletin of Electrical Engineering and Informatics
Vol 10, No 3: June 2021

SentiHotel: a sentiment analysis application of hotel services using an optimized neural network

Dyah Apriliani (Politeknik Harapan Bersama)
Taufiq Abidin (Politeknik Harapan Bersama)
Edhy Sutanta (Institut Sains & Teknologi AKPRIND Yogyakarta)
Amir Hamzah (Institut Sains & Teknologi AKPRIND Yogyakarta)
Oman Somantri (Politeknik Negeri Cilacap)



Article Info

Publish Date
01 Jun 2021

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.

Copyrights © 2021






Journal Info

Abbrev

EEI

Publisher

Subject

Electrical & Electronics Engineering

Description

Bulletin of Electrical Engineering and Informatics (Buletin Teknik Elektro dan Informatika) ISSN: 2089-3191, e-ISSN: 2302-9285 is open to submission from scholars and experts in the wide areas of electrical, electronics, instrumentation, control, telecommunication and computer engineering from the ...