Innovative Applications of Knowledge Graphs in Vocational Education

Innovative Applications of Knowledge Graphs in Vocational Education

Editor’s Note With the rapid development of information technology, knowledge graphs, as an advanced tool for organizing and managing knowledge, are gradually changing the way we acquire, process, and apply knowledge. In the field of vocational education, the application of knowledge graphs not only optimizes teaching content and methods but also enhances teaching effectiveness and … Read more

Applications of Educational Knowledge Graphs in the Context of AI+

Applications of Educational Knowledge Graphs in the Context of AI+

The development of new generation artificial intelligence technologies such as deep learning, knowledge graphs, and reinforcement learning is driving the “Internet + Education” into a new era of “Smart Education.” Knowledge graphs, as a core driving force for the advancement of artificial intelligence, provide new empowering capabilities for education and teaching in the era of … Read more

Practical Implementation of Knowledge Graph Construction

Practical Implementation of Knowledge Graph Construction

The process of constructing a knowledge graph is a continuous iterative process that combines human and machine efforts, primarily driven by machine learning, along with expert definitions and corrections. The work requiring human intervention includes schema definition, preparation of partially structured knowledge, and validation of machine learning results. Based on user feedback and the increase … Read more

From Knowledge Graphs to Cognitive Graphs: History, Development, and Prospects

From Knowledge Graphs to Cognitive Graphs: History, Development, and Prospects

The research hotspot of knowledge graphs has gradually shown a tendency to emphasize quantity over structuredness, which is closely related to the prevalence of deep learning and connectionist ideas. Cognitive graphs dynamically construct knowledge graphs with contextual information based on the dual-processing theory of human cognition and perform reasoning. This article reviews the historical development … Read more

Overview of Knowledge Graph Data Management

Overview of Knowledge Graph Data Management

In recent years, with the resurgence of the concept of “Artificial Intelligence”, besides the popular term “Deep Learning”, “Knowledge Graph” has undoubtedly become another “silver bullet” in the minds of researchers, industry professionals, and investors. Simply put, a “Knowledge Graph” is a way to represent “entities”, their “attributes”, and the “relationships” between entities in a … Read more

Knowledge Is the Power of AI: A Comprehensive Review from Knowledge Engineering to Knowledge Graphs

Knowledge Is the Power of AI: A Comprehensive Review from Knowledge Engineering to Knowledge Graphs

Introduction Knowledge engineering is a typical representative of symbolic artificial intelligence, and knowledge graphs are the next generation of knowledge engineering technology. How will knowledge engineering influence the future development of artificial intelligence, and even enable computers to possess cognitive abilities similar to those of humans?Professor Xiao Yanghua from Fudan University and founder of Knowledge … Read more

What Is a Knowledge Graph? Insights from Top Conferences

What Is a Knowledge Graph? Insights from Top Conferences

Source: Zhuanzhi This article contains many images, and we recommend reading for 10 minutes. This article will discuss various perspectives and viewpoints on understanding knowledge graphs observed from recent ML and AI conferences. Knowledge graphs are becoming increasingly attractive in the field of computer science, often regarded as the “secret sauce” behind impressive new technologies. … Read more

The Educational Knowledge Graph Under AI+ Perspective

The Educational Knowledge Graph Under AI+ Perspective

The development of new generation artificial intelligence technologies such as deep learning, knowledge graphs, and reinforcement learning is driving the “Internet + education” into a new era of “intelligent education”. Knowledge graphs, as a core driving force for the development of artificial intelligence, provide new empowering capabilities for education and teaching in the era of … Read more

Traditional Chinese Medicine Knowledge Graph System

Traditional Chinese Medicine Knowledge Graph System

Traditional Chinese Medicine Knowledge Graph System Author: Liu Di What Is a Knowledge Graph? The introduction of “Knowledge Graph” from Baidu Encyclopedia states: A knowledge graph is a series of various different graphics that display the development process and structural relationships of knowledge, visualizing knowledge resources and their carriers, and mining, analyzing, constructing, drawing, and … Read more

Knowledge Graph Systems in the Era of Large Models

Knowledge Graph Systems in the Era of Large Models

With the development and breakthroughs in large model technology, the combination of parametric knowledge and symbolic knowledge has become a research hotspot for empowering intelligent system applications. The deep integration of knowledge graphs and large models is an inevitable trend for achieving comprehensive, reliable, and controllable artificial intelligence. This special issue provides a comprehensive introduction … Read more