Special Studies
GraphRAG & Multimodal Knowledge Graphs
16 chapters, 24 figures, and a 104-page bilingual report on mechanisms, evidence, evaluation and applications.
Explore collection ↗RESEARCH
Research that moves from ideas to systems and back again.
Selected publications and reports across educational AI, applied higher education, data mining, and intelligent systems.
The research portfolio spans more than three decades. Recent work concentrates on AI-enabled teaching design, problem competency, evidence-informed learning, and governance. Earlier work in expert systems and data mining provides a technical and conceptual foundation for the current agenda.
MICROSOFT GRAPHRAG · ORIGINAL PAPER EVIDENCE GRAPH · BILINGUAL
Microsoft GraphRAG: From Local to Global — Paper Knowledge Graph
Explore 80 entities, 105 relationships and 48 source-grounded evidence spans from the v2 paper. Neo4j, GDS and Microsoft Leiden were executed; paper-reported experiments remain distinct from this analysis.
RESEARCH REPORT · CHINESE & ENGLISH EDITIONS
Knowledge Graph Research Report
From schema and extraction to storage, graph computation, reasoning, GraphRAG, and agents. Fourteen chapters, 14 figures, seven tables, 50 bilingual terms, and 52 references, with reproducible calculations and a fictional Research Evidence Graph case.
RESEARCH SPECIAL · 24 CHAPTERS · REPORT & INTERACTIVE GRAPH
Visual Thinking in the AI Era
From cognitive theory and learning evidence to AI methods, curriculum design, and professional practice. Read the illustrated report and explore 107 key concepts and their source-grounded relationships.
01
Recent publications
2026
AIP–TDA 2.0: A governance architecture for AI-enabled teaching design
Defines coordinated roles, routing logic, review gates, and teacher accountability in multi-agent educational systems.
2026
The AI–PBL data hub and the development of problem competency
Connects learning evidence, question trajectories, and project-based inquiry in an integrated design framework.
2026
Teaching Introduction to AI in an applied-university context
A curriculum model grounded in hospitality-management scenarios and interdisciplinary AI literacy.
2025
AI-driven value-added OBE
Explores how AI can support evidence-rich, developmental outcome evaluation in higher education.
02
Books and research reports
2022
Exploration and Practice of Applied Talent Development in Private Universities
A practice-informed account of curriculum, institutional design, and talent development in applied higher education.
02
Comparing and Reflecting on University Ideals: Exploring a Chinese Way of the University
A bilingual research report examining institutional purpose, educational philosophy, and the relationship between global models and Chinese practice.
03
Earlier technical research
1991–1992
Fuzzy intelligent information and expert systems
Early research on knowledge representation and intelligent information processing.
1999–2002
Knowledge discovery and data mining
Applied research on KDD and customer-relationship management, anticipating later data-driven educational work.
Citation metadata is presented conservatively. Verified full-text and persistent links will be added in later releases.