Article Per Year (5 Year)
p-Index From 2020 - 2025
2.33
P-Index
This Author published in this journals
All Journal International Journal of Electrical and Computer Engineering Jurnal Manajemen dan Organisasi TEKNIK INFORMATIKA Jurnal Ilmiah Teknologi dan Rekayasa TELKOMNIKA (Telecommunication Computing Electronics and Control) CommIT (Communication & Information Technology) Syntax Literate: Jurnal Ilmiah Indonesia InComTech: Jurnal Telekomunikasi dan Komputer ComTech: Computer, Mathematics and Engineering Applications Jurnal Optimalisasi Indonesian Journal of Electrical Engineering and Computer Science TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Ilmu Komputer dan Informatika Eduvest - Journal of Universal Studies Innovative: Journal Of Social Science Research
Suharjito Suharjito, Suharjito
Bina Nusantara University
Aerospace Engineering Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 27 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : InComTech: Jurnal Telekomunikasi dan Komputer

 1 
Multi-classification Sentiment Analysis using Convolution Neural Network and Long-Short Term Memory with Attention Model Christianto, Yohanes; Suharjito, Suharjito
InComTech : Jurnal Telekomunikasi dan Komputer Vol 13, No 3 (2023)
Publisher : Department of Electrical Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/incomtech.v13i3.13812

Abstract

Multi-classification Sentiment Analysis from sentences in Bahasa is a challenging process due to problems in slang, local language combined with many English words. Current state-of-art methods rely on feature extraction using unsupervised treatment. A research to solve this problem was conducted using LSTM and CNN that are capable of learning complex features from the lower level. The objective of this study was to investigate the results of the sentiment analysis based on the extraction of aspects that were carried out with attention models and several deep learning methods. Research data was collected from Zomato comments in Bahasa for any Indonesian restaurants. The data was annotated manually based on four subjects namely place, taste, location, and service. The result of this study showed that Bi-LSTM with attention model and CNN without attention model had the best performance compared to other methods, while CNN without attention model for sentiment analysis using deep learning showed the best accuracy.
Co-Authors Abba Suganda Girsang, Abba Suganda Abdul Latief Qohar Abimanyu Dharma Poernomo Andika, Rizky Andriyansyah, Andriyansyah Arta, Mikhael Chandra Asroll, Muhammad Astrid Lestari Tungadi Aulia, Yunita Bambang Haryanto Christianto, Yohanes Demi Adidrana Dian Puspita Tedjosurya, Dian Puspita Dino Rimantho Halim, Marwa Harisapto, Kukuh Ida Ratna, Ida Imran, Bahtiar Indra Alfredo Ishartati Jimmy Jimmy Josef Bernadi, Josef Kurnianto, Benedict Ariel Leonardus Hardjo, Leonardus Lumbantobing, Hariman Machfud Machfud Marimin Marimin Maulivia, Vivia Surya Muhammad Rifqi Nababan, Nidia Pialina Nensi, Sri Wahyu Nico Surantha, Nico Nur Anwar, Nur Perdana, Panji Arief Prayogo, Rudy Hartono Putri, Yulia Aneke Ratna Avianti, Irma Raymond Raymond Rian Rassetiadi S, Katherina Meylda Loy Sibarani, Imelda Juliana Br. Stefani Agusta Sukardi Sukardi Tinambunan, Gusmariani Widodo, Bambang Yundari, Yundari Yuwono Abdillah