Ideas with
evidence.
Nine detailed research dossiers spanning intelligent learning, recommender systems, digital platforms, financial machine learning, and evolutionary computation. Follow each work from question and design through evidence, interpretation, publication metadata, and the next student research opportunity.
แฟ้มงานวิจัยสองภาษาจำนวน 9 เรื่อง เปิดให้เห็นตั้งแต่คำถาม การออกแบบระบบ วิธีวิจัย หลักฐาน การตีความ ข้อมูลบรรณานุกรม ไปจนถึงทิศทางที่นักศึกษาสามารถเข้ามาต่อยอดเป็นผลงานของตนเอง
Text-based Movie Recommendation Web Application with DistilBERT
Describe the movie you want. Let language—not a maze of filters—lead the search.
Open dossier →CreTech 2024 · Responsible digital platformsMaidConnect: Innovative Connection Between Housemaids and Employers
A matching platform is only useful when distance, availability, and trust work together.
Open dossier →CreTech 2024 · Hybrid recommender systemsHybrid Property Post Recommendation System using K-Nearest Neighbors and Singular Value Decomposition
Property discovery improves when the system can read both the listing and the user’s emerging taste.
Open dossier →CreTech 2024 · Interactive media systemsDevelopment of a Web-Based Anime Streaming and Recommending Application
Recommendation finds the next story; real-time interaction makes watching feel shared.
Open dossier →CreTech 2024 · Circular digital economyB-Trade: Innovating Book Recommendation and Exchange Through Web Technology
Give a finished book a second reader—and help the right reader find it.
Open dossier →CreTech 2024 · Financial machine learningAutomated Trading Bot Using Hidden Markov Models for Cryptocurrency Prediction
Markets change regime. The model’s job is to recognize the hidden state before acting on yesterday’s pattern.
Open dossier →eLearning Forum Asia 2025 · Inclusive AI educationVisualRight: A Web-Native Interactive Playground to Democratize AI Literacy through Visualization and Simulation
AI becomes learnable when students can see a concept move, test it, and receive feedback immediately.
Open dossier →eLearning Forum Asia 2025 · AI-powered learningAI-Powered Guitar Learning Platform: Advancing Digital Music Education for Diversity, Equity, and Inclusion
Practice alone, but never without feedback.
Open dossier →Doctoral research archive · Evolutionary computationNegative Correlation Learning in the Estimation of Distribution Algorithms for Combinatorial Optimization
A search algorithm can learn not only from promising solutions, but also from what the population should avoid repeating.
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