AGENTIC AI / WHITE PAPER 05

Automatic Relationship Construction in Domain Ontology Engineering using Semantic and Thematic Graph Generation Process and Convolution Neural Network

SEMANTIC GRAPHS / ONTOLOGYSemantic graph intelligence

Research overview

17 min readGraph Neural NetworksApplied research
By Dr. Sivaramakrishnan R Guruvayur, R.Suchithra
Department of Computer Science, Jain University, Karnataka, India
The proposed methodology uses semantic and thematic graph generation to extract useful knowledge, together with data mining and web techniques to improve search speed and information retrieval accuracy. It creates a hierarchical interpretation of data and uses a dynamic labeling scheme with convolutional neural networks for automated, domain-independent ontology construction.
Semantic and thematic graph generation
Data mining for knowledge extraction
Convolutional neural networks
Automated domain-independent ontology construction