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Menampilkan 1–10 dari 11 artikel
Sentiment Analysis in User Reviews of Tourist Attractions in East Nusa Tenggara Using Machine Learning Classification
Agustina, Aulia Dian
; Arsi, Primandani
; Subarkah, Pungkas
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 5
, No 1
(2026)
This study aims to analyze user review sentiments for six tourist attractions in East Nusa Tenggara Province by utilizing a large amount of review data obtained from Google Maps. Data was collected through a scraping process using Serp API, followed by cleaning and text pre-processing to improve data quality. Sentiment labeling was performed automatically using the Indo-BERT model to obtain three sentiment classes: positive, negative, and neutral. Text feature representation was performed using...
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Classification of Hate Speech in TikTok Social Media Comments Using Naive Bayes Algorithm and TF-IDF Weighting
Utami , Putri Febi
; Krisbiantoro, Dwi
; Santiko, Irfan
; Riyanto, Andi Dwi
Journal of Multimedia Trend and Technology
Vol 4
, No 3
(2025)
This research focuses on the classification of hate speech in Indonesian Tik Tok comments. Tik Tok, as a social media platform with high interaction intensity, generates a large volume of comments with diverse linguistic characteristics, including the use of formal and informal language. This linguistic variation poses challenges in the content moderation process, particularly in automatically identifying hate speech. The research dataset is secondary data obtained by combining public datasets a...
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Comparison of Support Vector Machine and XGBoost Algorithms in Sentiment Analysis of Visitor Reviews of Baturraden Tourism Forest
Utami, Catur Risma
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 4
, No 2
(2025)
The Google Maps platform provides a platform for visitors to express their opinions through reviews. This study aims to compare the performance of the Support Vector Machine and XGBoost algorithms in sentiment analysis of Baturraden Tourism Park visitor reviews. Data were collected using scraping techniques and obtained 4,096 reviews. After going through preprocessing stages including cleaning, tokenization, normalization, stopword removal, and stemming, the data used in the analysis process amo...
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Implementing an AI Agent Chatbot to Improve Service Effectiveness in Mobile Phone Spare Parts and Service Stores
Salsabila , Futikhat
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 4
, No 1
(2025)
The development of digital technology encourages MSMEs to shift to automated service systems to increase efficiency. This study aims to develop a WhatsApp-based AI agent chatbot to improve the effectiveness of customer service at the Citra Karya Gemilang Store, especially in handling spare part stock information and cellphone service consultations. This study uses the Software Development Life Cycle (SDLC) Waterfall model with the stages of requirements analysis, system design, implementation, t...
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MIDI Controller Design Using Arduino Leonardo as a Digital Audio Workstation (DAW) Management Tool
Darso, Darso
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 3
, No 3
(2024)
It is very possible for a musician who works in the modern technology era to be familiar with digital sounds or tones. They even use technology in music in the modern era. Currently, there are many models of digital music devices, both physical and non-physical. One of them is a digital effect for bass and guitar. The size of the device ranges from large to simple. The obstacle faced is that musicians, especially those who are still new to utilizing technology, often have difficulty controlling...
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Comparison of the Work Process Methods for Scale Invariant Feature Transform and Sum of Squared Difference in Image Mosaic
Widodo, Anteng
; Ikhwan, Syariful
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 3
, No 2
(2024)
Mosaic image is an image made from a collection of many other small images placed side by side, so that from a distance it looks like one big image. The use of this mosaic image varies, for example in digital image processing, in the context of image analysis, mosaic can also mean the process of combining several images with overlap to create one large image, for example in geographic mapping using satellite imagery. Then as a pattern creation in the field of design, mosaic images are used to cr...
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Modeling and Design for a Sun Tracker Prototype Using Solar Cell and Arduino
Pangestu, Yuliadi Fajar
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 2
, No 3
(2023)
Solar cells are devices that can convert sunlight into electrical energy directly using photovoltaic technology. One of the factors that influences optimal absorption from solar cells is the installation of the solar cell surface. Installing the solar cell surface perpendicular to direct sunlight will maximize the energy produced. But in reality, most solar cell installations are still static or permanent with a fixed elevation angle so the solar cells cannot get the maximum intensity of sunligh...
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Implementation of Smart Communication BOT Model Using Machine Learning with the N-Gram Method
Santiko, Irfan
; Arifin, Muhammad
Journal of Multimedia Trend and Technology
Vol 2
, No 1
(2023)
The world of higher education in providing educational services, makes a lot of effort made by the service department at each institution. These efforts are often encountered in certain moments such as before the acceptance of new students. But how is time other than that moment used? Certainly this is related to how to make a strategy so that the market share of these educational institutions is wider. Service and handling is a priority for a company engaged in the world of services. With the a...
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A Savings Application Design Concept Model in Website-Based Cooperative Units
Kurniawan, Rafli Husain
; Santiko, Irfan
; Setyaningsih, Gustin
Journal of Multimedia Trend and Technology
Vol 2
, No 1
(2023)
Data Processing of data for cooperative operational activities such as the process of savings, loans, and installments that still use manual calculations. Incoming data is still recorded so it takes a long time for the next process which is less efficient and sometimes errors occur in data entry. To overcome this, a system is needed to expedite and speed up these activities so that in the data entry process there are no errors. Extreme Programming modeling is the method that will be used by rese...
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User Experience (UX) on Search Semantic Modeling Using Iterative Process Flow Method
Hidayat, Arief
; Santiko, Irfan
Journal of Multimedia Trend and Technology
Vol 1
, No 3
(2022)
On a website application platform, the search feature is one of the most important things in digging up the information in it. In addition, when compared to the search feature on search engines, searching for information on certain sites will produce more specific information. Semantic Web is a technique that allows content on the Web to be more understandable by computers. The Semantic Web itself is often equated with Web 3.0. These Semantic Web technologies include RDF, OWL, and SPARQL. In thi...
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