Vol. 9 No. 5 (2025): October 2025

View Vol. 9 No. 5 (2025): October 2025

Journal of Applied Informatics and Computing (JAIC)
Volume : 9 | Number : 5 | October 2025 | e-ISSN : 2548-6861

Frequency : 6 issue per year (starting in 2025)
Publisher : Politeknik Negeri Batam
DOI : prefix 10.30871 by Crossref
Indexing : DOAJ, Sinta3, Ebsco, etc

This edition features 100 articles contributed by researchers, lecturers, and students from various higher education institutions across six countries: Indonesia, South Africa, Japan, and Malaysia. This diversity of contributors underscores the journal’s role as an international platform for sharing knowledge and fostering innovation in applied informatics and computing. All articles in this edition are accredited under Sinta 3, in accordance with the Decree of the Director General for Strengthening Research and Development, Ministry of Research, Technology, and Higher Education, Number 79/E/KPT/2023.
Acceptance Rate 46% , Rejection Rate 54% (Periode Vol. 9 No.5 --> 2025-08-02 - 2025-10-01)
Download : Cover || Open Access : Full Article || Certificate : Sinta3

DOI: https://doi.org/10.30871/jaic.v9i5

Published: 2025-10-04

Articles

Transformer-Based Deep Learning Model for Coffee Bean Classification

Imam Ekowicaksono, I Wayan Wiprayoga Wisesa, Vita Fitriani

2000-2008
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Indonesian Food Classification Using Deep Feature Extraction and Ensemble Learning for Dietary Assessment

Muhammad Yusuf Kardawi, Frederic Morado Saragih, Laksmita Rahadianti, Aniati Murni Arymurthy

2009-2018
- PDF
A Hybrid Framework Based on YOLOv8 and Vision Transformer for Multi-Class Detection and Classification of Coffee Fruit Maturity Levels

Ahmad Subki, M. Zulpahmi, Bahtiar Imran

2019-2028
- PDF
Exploration of Machine Learning Algorithms and Class Imbalance Handling on Plant Disease Detection

Ervin Aditya, Ajie Kusuma Wardhana

2029-2039
- PDF
Implementation of Conditional WGAN-GP, ResNet50V2, and HDBSCAN for Generating and Recommending Traditional Lombok Songket Motifs

Ardiyallah Akbar, Muh Nasirudin Karim, Bahtiar Imran

2040-2048
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Face Recognition Using MTCNN Face Detection, ResNetV1 Feature Embeddings, and SVM Classification

Ivan Putra Pratama, Novita Kurnia Ningrum

2049-2058
- PDF
Gaussian Mixture-Based Data Augmentation Improves QSAR Prediction of Corrosion Inhibition Efficiency

Darnell Ignasius, Muhamad Akrom, Setyo Budi

2059-2067
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Enhancing The Security of E-Invoicing for Distribution Companies Through Image-Based PDF Conversion and QR Verification

Arief Noor Rochmatullah, Ignatius Aris Wibowo, Sarwosri Sarwosri

2068-2075
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Cybersecurity Awareness in Government Institutions: A Systematic Review of Behavioral Strategies and Policy Readiness

Gardner Mwansa

2076-2088
- PDF
A Hybrid Data Science Framework for Forecasting Bitcoin Prices using Traditional and AI Models

Puguh Hiskiawan, Jovan William, Louis Feliepe Tio Jansel

2089-2101
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Comparative Analysis of LightGBM and Random Forest for Daily Bitcoin Closing Price Prediction with Ensemble Approach

Dionisius Nusaca Redegnosis Nolejanduma, Majid Rahardi

2102-2109
- PDF
The Influence of Trust and Habit on Users’ Intention to Keep Using Facebook Reels for Economic Purposes

Rita Soviana, Dedi I. Inan, Ratna Juita, Muhamad Indra

2110-2120
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Comparison of Support Vector Regression and Extreme Learning Machine Methods for Predicting Bitcoin Prices

Felix Ferdinand, Ryan Anthony , Tanjaya Jason Winata, Jason Sutanto, Richard Souwiko, Christian Fernando

2121-2130
- PDF
Performance Comparison of Machine Learning Algorithms Using EfficientNetB0 Feature Extraction on Dental Disease Classification

Mohammad Faiq Ruliff Mustafa, Ajie Kusuma Wardhana

2131-2142
- PDF
Heart Disease Classification Using Extreme Learning Machine (ELM) Method With Outlier Handling One-Class Support Vector Machine (OCSVM)

Dimas Ariyanto, Dian Candra Rini Novitasari, Abdulloh Hamid

2143-2153
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Comparison of Logistic Regression, Random Forest, Support Vector Machine (SVM) and K-Nearest Neighbor (KNN) Algorithms in Diabetes Prediction

M. Fadli Kurniawan, Dyah Ayu Megawaty

2154-2162
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Classification of Foot Wound Severity in Type 2 Diabetes Mellitus Patients Using MobileNetV2-Based Convolutional Neural Network

Nurul Fitriah, Sriani Sriani

2163-2170
- PDF
Comparative Analysis Transfer Learning Models for Early Detection of Pneumonia using Chest X-ray Images

Rachmasari Annisa Rida, Majid Rahardi

2171-2178
- PDF
Comparing Different KNN Parameters Based on Woman Risk Factors to Predict the Cervical Cancer

Maria Claudia Saletia, Mochammad Anshori, M Syauqi Haris

2179-2186
- PDF
Comparative Analysis of Logistic Regression, Random Forest, and SVM for Asthma Risk Prediction Using Demographic, Clinical, and Environmental Features

Barnabas Belieffain Fertility Daeli, Ucta Pradema Sanjaya

2187-2194
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Anemia Classification with Clinical Feature Engineering and SHAP Interpretation

Ikhlasul Amalia, Rumini Rumini

2195-2201
- PDF
Enhancing Liver Cirrhosis Staging Accuracy using Optuna-Optimized TabNet

Muhammad Farhan Arifin, Ika Novita Dewi, Abu Salam, Danang Wahyu Utomo, Sindhu Rakasiwi

2202-2211
- PDF
Smart Valve Irrigation System Using Fuzzy Logic for Mustard

Abdi Mulia Pranidana, Mukti Qamal, Risawandi Risawandi

2212-2219
- PDF
Development of an IoT-Based Smart Greenhouse with Fuzzy Logic for Chrysanthemum Cultivation

Jikti Khairina, Nurdin Nurdin, Muhammad Fikry

2220-2229
- PDF
A Predictive Model for Crop Irrigation Schedulling Using Machine Learning and IoT-Generated Environmental Data

Rizki Agam Syahputra, Dewi Andriani

2230-2238
- PDF
Integration of Multi-Modal Sensors in Aquaponic Farming for IoT-Ready Based on ESP32 and Raspberry Pi Hybrid Platform

Muhammad Risal, Pujianti Wahyuningsih, Nining Haerani, Muhammad Mikolas, Muhammad Iqbal Lewa

2239-2246
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Fuzzy Logic and Neural Network-Based Self-Tuning PID for Vacuum Pressure Stabilization

Berza H. Sanjaya, Ardi Pujiyanta, Riky Dwi Puriyanto

2247-2256
- PDF
Multi-Modal Sensor Integration in Smart Rooms to Optimize Internet of Things-Based Monitoring and Security Control of Autistic Child Detection Activities

Arfah Taufiq, Supriadi Sahibu, Abdul Jalil

2257-2263
- PDF
Optimizing LoRa Gateway Placement for Marine Buoy Monitoring Using Particle Swarm Optimization (PSO)

Nihayatus Saadah, Faridatun Nadziroh, Nailul Muna, Karimatun Nisa’, Aries Pratiarso, I Gede Puja Astawa, Tri Budi Santoso, Sultan Syahputra Yulianto, Ahmad Baihaqi Adi Putro

2264-2269
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Comparison of Text Vectorization Methods for IMDB Movie Review Sentiment Analysis Using SVM

Rifqi Mulyawan, Husni Naparin, Wifda Muna Fatihia

2270-2277
- PDF
Mobile-Based Multi-Output Animal Taxonomy Classification Using CNN with Edge and Cloud Deployment

Jason Patrick, Shumaya Resty Ramadhani

2278-2287
- PDF
Implementation of the Support Vector Machine (SVM) Method for Classifying the Maturity Level of Oil Palm Fruit

Boni Oktaviana, Suriati Suriati

2288-2295
- PDF
Detection of Sugarcane Leaf Disease Using Pre-Trained Feature Extraction and SVM Method

Mufidatul Izza, Moch. Lutfi

2296-2302
- PDF
Image-Based Classification of Indonesian Traditional Houses Using a Hybrid CNN-SVM Algorithm

M. Ikhsan, Majid Rahardi

2303-2309
- PDF
Evaluation of YOLOv8 and Centroid Tracking in Vehicle Detection, Classification, and Counting System

Kevin Dicky Dharmasaputra, Bambang Pilu Hartato

2310-2319
- PDF
YOLOV12 Based on Stationary Vehicle for License Plate Detection

The, Obed Danny Kurniawan, Eko Hari Rachmawanto

2320-2328
- PDF
Classification of Rice Leaf Diseases Using Support Vector Machine with HSV and GLCM-Based Feature Extraction

Rizal Ramli, Evanita Evanita, Aditya Akbar Riadi

2329-2337
- PDF
Automated Generation of Folklore Short Stories Using T5 Transformer Model

Evangelika Pirade, I Ketut Gede Darma Putra, Desy Purnami Singgih Putri

2338-2346
- PDF
Aircraft Image Classification on a Small-Scale Dataset using MobileNetV2 with Grad-CAM as Explainable AI

Susi Lestari, Mohamad Alif Dzulfiqar, Ahmadi Irmansyah Lubis, Muhammad Andi Nova, Zaimah Zaimah, Mulyadi Mulyadi

2347-2356
- PDF
Image-Based Classification of Healthy and Unhealthy Goats Using ResNet-18 Deep Learning Model

Nurrochim Amin Putra Amin, Ajie Kusuma Wardhana

2357-2363
- PDF
Application of Feature Selection and Comparative Analysis of Machine Learning Models for Rainfall Prediction in Jakarta

Indah Dwi Sulistyowati, Sunarno Sunarno, Iqbal Iqbal, KGS M Nurs Syamsuri

2364-2370
- PDF
Clustering Coastal Areas Based on Aquaculture Productivity in North Aceh Regency Using K-Means Algorithm

Septia Mulya Ulfa, Rozzi Kesuma Dinata, Risawandi Risawandi

2371-2381
- PDF
Clustering of Aquaculture Productivity Villages in East Aceh Using the K-Means Algorithm

M. Arif Saputra Arif, Rozzi Kesuma Dinata, Yesy Afrillia

2382-2390
- PDF
Implementation of Clustering Method Using K-Means Algorithm for Grouping BPJS Health Patient Medical Record Data

Anggri Sapitri, Nurdin Nurdin, Yesy Afrilia

2391-2398
- PDF
Regional Clustering in Sumatera Based on Walfare Indicators Using Fuzzy C-Means

Rahma Dana Putri, Devni Prima Sari

2399-2409
- PDF
Z-Score Based Initialization for K-Medoids Clustering: Application on QSAR Toxicity Data

Nurdin Nurdin, Nova Amalia, Fajriana Fajriana

2410-2417
- PDF
Enhancing E-Commerce Customer Segmentation with Fuzzy C-Means Soft Clustering Probabilities

Muhamad Iqbal Januadi Putra, Vincent Alexander, Ahmad Chusyairi, Raka Admiral Abdurrahman, Alexander Daniel Pratama

2418-2425
- PDF
Enhancing Clustering Accuracy Using K-Means with Seeds Optimization

Adiyah Mahiruna, Ngatimin Ngatimin, Rachmat Destriana, Eko Hari Rachmawanto, Herman Yuliansyah, Muhammad Taufiq Hidayat

2426-2433
- PDF
Comparison of Linkage Methods in Hierarchical Clustering for Grouping Districts/Cities in East Java Based on Stunting Determinants

Dinda Rima Rachcita Putri, Nurissaidah Ulinnuha, Putroue Kumala Intan

2434-2442
- PDF
Forecasting the Number of Passengers for the Jakarta-Bandung High-Speed Rail using SARIMA and SSA Models

Laily Nissa Atul Mualifah, Indra Mahib Zuhair Riyanto, Elke Frida Rahmawati, Muhammad Fahrezi Maulana, Keyzha Mutiara Ahdiat, Achmad Raihan Nurdin, Adelia Putri Pangestika

2443-2449
- PDF
Comparison of FEM-LSDV Panel Regression with Classical Panel Regression Models in Analyzing Economic Growth in Indonesia

Harismahyanti A Andi, Najiha Alimatun, Andi Isna Yunita, Ratmila Ratmila, Nur'eni Nur'eni

2450-2460
- PDF
Extreme Learning Machine Method Application to Forecasting Coffee Beverage Sales

Yusuf Sutanto, Heribertus Ary Setyadi, Wawan Nugroho, Budi Al Amin

2461-2467
- PDF
Stock Price Prediction Using Deep Learning (LSTM) with a Recursive Approach

Muhamad Syukron Zakka, Emigawaty Emigawaty

2468-2477
- PDF
Prediction of Tuberculosis Treatment Outcomes in Indonesia Using Support Vector Machine and Random Forest

Joko Triloka, Dian Sugianto

2478-2485
- PDF
Sentiment-Based Knowledge Discovery pada Aplikasi iPusnas Menggunakan Metode Machine Learning dan Deep Learning

Pratiwi Ayuningtiyas, Ken Ditha Tania, Winda Kurnia Sari

2486-2497
- PDF
Sentiment-Based Knowledge Discovery of Wondr by BNI App Reviews Using SVM, KNN, and Naive Bayes for CRM Enhancement

Zahra Tri Zafira, Ken Ditha Tania, Winda Kurnia Sari

2498-2508
- PDF
Generative AI Image Sentiment Analysis on Social Media X using TF-IDF and FastText

Rahman Saputra, Yoga Pristyanto, Ika Nur Fajri

2509-2520
- PDF
Sentiment Analysis on Rupiah Depreciation Against USD Using XGBoost

Ni Komang Purnama Indrayuni, Ni Made Mila Rosa Desmayani, I Dewa Ayu Agung Tantri Pramawati, I Made Subrata Sandhiyasa, Komang Kurniawan Widiartha

2521-2532
- PDF
Comparison of Support Vector Machine and Random Forest Algorithms in Sentiment Analysis of the JMO Mobile Application

Inneke Via Mariska, Allsela Meiriza, Dinda Lestarini

2533-2540
- PDF
Aspect-Based Sentiment Analysis of Hospital Service Reviews Using Fine-Tuned IndoBERT

Aulia Maretta, Allsela Meiriza

2541-2551
- PDF
Sentiment Classification Analysis of Tokopedia Reviews Using TF-IDF, SMOTE, and Traditional Machine Learning Models

Herianta Barus, Ika Nur Fajri, Yoga Pristyanto

2552-2561
- PDF
Integrating IndoBERTweet and GRU for Opinion Classification on X Towards Public Transportation in Jakarta

Fajria Ulumin Nafiah, Talitha Fujisai Panglima, Mohammad Idhom, Trimono Trimono

2562-2573
- PDF
Evaluating Fasttext and Glove Embeddings for Sentiment Analysis of AI-Generated Ghibli-Style Images

I Gusti Ngurah Sentana Putra, Muhammad Yusran, Jefita Resti Sari, Cici Suhaeni, Bagus Sartono, Gerry Alfa Dito

2574-2587
- PDF
Optimizing Support Vector Machine (SVM) for Sentiment Analysis of Blu by BCA Reviews with Chi-Square

Aldi Widodo, Bambang Agus Herlambang, Ramadhan Renaldy

2588-2597
- PDF
Identification of Buzzers in Skincare Reviews Using a Lexicon-Based Sentiment Analysis Method

Arfiana Diah Pramesti, Khothibul Umam, Maya Rini Handayani

2598-2606
- PDF
Sentiment Analysis of Economic Policy Comments on YouTube Using Ensemble Machine Learning

Kety Nandini, Majid Rahardi

2607-2615
- PDF
Public Sentiment Analysis on Corruption Issues in Indonesia Using IndoBERT Fine-Tuning, Logistic Regression, and Linear SVM

Maria Fatima Kono, Ika Nur Fajri, Yoga Pristyanto

2616-2628
- PDF
Evaluating the Effectiveness of the SIGNAL Digital Samsat Application Using the PIECES Framework and Technical Testing

Amanda Syakhila, Rahma Fitria, Desvina Yulisda

2629-2639
- PDF
A Conceptual Hybrid AI-Cloud Model for Government Information Systems: A Structured Literature Review

Tilly Raycitra Widya, Dede Cahyadi, Duta Arief Christanto, Lilik Tiara Giantri, Muhammad Hudzaifah

2640-2651
- PDF
Optimizing Digital Transformation Through AI and Cloud Technology Integration for Innovation in Big Data-Driven Information Systems

Lilik Tiara Giantri, Muhammad Hudzaifah, Ewin Suciana, Duta Arief Christanto, Dede Cahyadi

2652-2662
- PDF
Green Technology Adoption: A Systematic Review of Key Trends and Challenges

Dede Cahyadi, Tilly Raycitra Widya, Duta Arief Christanto, Muhammad Hudzaifah Nasrullah, Lilik Tiara Giantri

2663-2671
- PDF
Innovative Mobile Application UI/UX for Gestari Waste Bank Administration Using Activity-Centered Design

Dhea Intan Charisma, Riza Prapascatama Agusdin

2672-2686
- PDF
Evaluating the Usability of Canva Among University Students in Pekanbaru Using the WEBUSE Method

Rahmat Hidayat, Yanti Andriyani, Mirdatul Husnah, Irfan Sinaga, Ririn Avelia, Dina Maisarah, Winda Fentika, Nindya Wulandari

2687-2694
- PDF
Knowledge Discovery on E-Commerce Customer Churn Using Interpretable Machine Learning: A Comparative Study of SHAP-Based Classifiers

Dhita Amanda Ardhani, Ken Ditha Tania

2695-2702
- PDF
Development of MobileNetV2 for CT-Scan Lung Classification Using Transfer Learning

Daffa Fadhil Rajendra, Ajie Kusuma Wardhana

2703-2710
- PDF
Comparison of KNN and Naïve Bayes Classification Algorithms for Predicting Stunting in Toddlers in Banjaran District

Rivaldy Fauzan Mu'taz, Ai Rosita

2711-2717
- PDF
IoT-Based Adaptive Room Temperature Monitoring and Energy Optimization System Using NodeMCU ESP8266

Sakti Aswandi, Rizal Rizal, Yesy Afrillia

2718-2726
- PDF
Method Design of an IoT-Based Automatic Pest Repellent System Prototype for Agriculture

Hilda Zulfira Kamaruzzaman, Munirul Ula, Rini Meiyanti

2727-2735
- PDF
IoT-based Soil Nutrient Monitoring and Control Using Fuzzy Logic and Multi-Modal Sensor Integration

Andi Wahyunita Hakis, Abdul Latief Arda, Abdul Jalil

2736-2745
- PDF
Application of Naïve Bayes Classifiers for Family Risk Identification and Stunting Intervention Planning

Wildan Indra Kurniawan, Joko Triloka

2746-2752
- PDF
Comparison of Light Gradient Boosting Machine, eXtreme Gradient Boosting, and CatBoost with Balancing and Hyperparameter Tuning for Hypertension Risk Prediction on Clinical Dataset

Dewi Ayu Murtiningsih, Bety Wulan Sari, Ika Nur Fajri

2753-2763
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Adaptive File Integrity Monitoring for Container Virtualization Environments using OSSEC with Real-Time Alerting

Gerry Wowiling, Eka Stephani Sinambela, Frengki Simatupang, Fabert Jody Manuel Siagian, Aisyah Ayu Sibarani, Indah Sari Batubara

2764-2774
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Optimizing Decision Tree and Random Forest with Grid Search and SMOTE for Malware Classification on IoT Network Traffic

Muhammad Nurus Siroj, Akhmad Khanif Zyen, Gentur Wahyu Nyipto Wibowo

2775-2782
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Experimental Evaluation of Wazuh-Grafana Integration for Real-Time Cyber Threat Detection in Resource-Constrained Environments

Achmad Sutanto, Arif Rakhman

2783-2790
- PDF
Pap Smear Image Classification for Cervical Cancer Prediction with Transfer Learning on ResNet101 Architecture

Sila Cahya Dewi, Rumini Rumini

2791-2800
- PDF
Myopia Identification by Fundus Photo Image Classification Using Convolutional Neural Network

Giffari Ilham Laksono, Sri Winarno

2801-2806
- PDF
Impact of SMOTE and ADASYN on Class Imbalance in Metabolic Syndrome Classification Using Random Forest Algorithm

Lutfiana Deka Nurhayati, Majid Rahardi

2807-2813
- PDF
Addition of Non-Skin Classes in Skin Type Classification Using EfficientNet-B0 Architecture

Haitsam Muftin Sani, Ajie Kusuma Wardhana

2814-2821
- PDF
Comparative Study of Logistic Regression, Random Forest, and XGBoost for Bank Loan Approval Classification

Hamdika Putra, Rumini Rumini

2822-2835
- PDF
Utilizing IndoBERT and BERTopic to Explore Public Opinion on BPS Instagram Posts

Ahmad Farhan Anugrah, Rendy Dwi Agatha

2836-2844
- PDF
Mapping the Polarity of Tourist Opinions on Indonesian Destinations through Google Maps Reviews Using Supervised Learning Methods

Siti Miftahus Sa’adah, Khothibul Umam, Maya Rini Handayani, Mokhammad Iklil Mustofa

2845-2853
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Comparison of Support Vector Machine (SVM) and Random Forest Algorithms in the Analysis of SOcial Media X User Sentiment Towards the TNI Bill

Nur Rochmawati, Akhmad Khanif Zyen, Nur Aeni Widiastuti

2854-2860
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Sentiment Analysis of the Film "JUMBO" on Twitter Using the Naive Bayes Method and Support Vector Machine (SVM) with a Text Mining Approach

Tegar Robi Widodo, Ika Nur Fajri, Bety Wulan Sari

2861-2868
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Sentiment Analysis of E-Commerce Product Reviews on Tokopedia Using Support Vector Machine

Azna Alaiya, Nurdin Nurdin, Cut Agusniar

2869-2878
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Development of an IoT-Based Smart Cane with Non-Invasive Health Monitoring for Elderly Care in Batam

Dimas Akmarul Putera, Roni Adi, Dwi Ely Kurniawan, Abdul Mutalib Leman, Raynold Raynold

2879-2890
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Forecasting coconut production in West Aceh Using GIS and SARIMAX

Arrazy Elba Ridha, Azwanda Azwanda, Adib Adib

2891-2897
- PDF
Python-Based Linear Regression Modeling of Liquidity and Profitability Ratios as Determinants of Firm Value in Commercial Banks in Indonesia

Zahra Febriyanti, Magdalena Karismariyanti, Fitri Sukmawati

2891-2898
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Lightweight BiLSTM-Attention Model Using GloVe for Multi-Class Mental Health Classification on Reddit

Devin Branwen, Emigawaty Emigawaty

2899-2911
- PDF
Comparative Study of Manual and Generated Data Transfer Object Implementation Performance

Chandro Pardede, Wilson Sihombing, Winfrey Nainggolan

2912-2919
- PDF
Sentiment Analysis customer Towards Cinema Services in Semarang Using Naive Bayes Classifier on Google Reviews

Husni Brian Maualan, Maya Rini Handayani , Khotibul Umam

2920-2927
- PDF