Source: AI Data Research Society This article is about 2500 words, and it is recommended to read for 7 minutes. This article introduces node classification. In this article, we will discuss node classification, such as determining whether a node is fraudulent. For general structured data classification tasks, we train models using data features and labels … Read more
About 6600 words in this article, recommended reading time is 5 minutes. The theme of this presentation is research on explainable knowledge graph reasoning. The report is divided into the following 5 parts: Research Background Frontier Progress Research Motivation Recent Research Research Outlook 01 Research Background 1. Introduction First, let’s introduce the background. After more … Read more
The Knowledge Graph is the foundation for achieving intelligence in computers. With the development of mobile internet, the Internet of Things has become possible, and the data generated by this connectivity is growing explosively. This data serves as an effective raw material for analyzing relationships. Analyzing relationships between individuals has become a crucial area for … Read more
Source: Smart Collection Club This article contains approximately 5520 words, and is recommended for a 8 minute read. This article organizes the development history of knowledge engineering and knowledge graphs. Text Mining and Graph Database | ©ontotext [ Introduction ] Knowledge engineering is a typical representative of symbolic artificial intelligence, and the increasingly popular knowledge … Read more
The knowledge graph is a crucial foundation supporting machines to achieve cognitive intelligence. In the process of digital transformation, with the continuous penetration of artificial intelligence and big data technologies, more and more enterprises require a robust underlying knowledge network to support them, building knowledge graphs and developing upper-layer applications to realize more intelligent business … Read more
In today’s educational field, teaching competitions have become an important way to evaluate teacher performance and enhance educational quality. With the continuous development of information technology, the knowledge graph, as a novel method of knowledge organization and representation, gradually demonstrates its unique value and role in teaching competitions. This article will explore the application of … Read more
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
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
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
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