RESEARCH RECORD

PUBLICATIONS

3 book chapters and 21 research papers across adaptive systems, learning analytics, recommender systems, vector databases, NLP, computer vision, software quality, and human-centered AI. Invited presentations at the QS Higher Education Summit in 2022 and 2023.

SELECTED PUBLICATIONS

1. 01 — JOURNAL OF PHYSICS: CONFERENCE SERIES — 2025

   A Curriculum Recommendation System Using a Vector Database for Challenge-Based Learning

   Graph-based learning paths, mixed-integer optimization, KNN grade estimation, performance vectors, and vector-database architecture.

   DOI ↗

2. 02 — COLINS — 2021

   An Adaptive Algorithm for Effective Selection of Training Content for IT Professionals

   Competency profiles, personalized learning paths, recommendation logic, and reducing unnecessary training content.

   PAPER ↗

3. 03 — BULLETIN OF NTU “KHPI” — 2025

   Bridging Computer Science Education and Industry: A Competency-Based Architecture Using e-CF

   Aligning computer science curricula with European competence frameworks and practical industry needs.

   DOI ↗