Web: https://www.reddit.com/r/MachineLearning/comments/xkoeh5/p_graph_path_traversal_with_semantic_graphs/

Sept. 22, 2022, 2:11 a.m. | /u/davidmezzetti

Machine Learning reddit.com

Semantic graphs, also known as knowledge graphs or semantic networks, build a graph network with semantic relationships connecting the nodes. They can be used to explore topics, data connectivity and perform network analysis.

One interesting application is path traversal to analyze the connectivity of a dataset. These semantic relationships can be between text, audio and/or images.

Here is an illustration that traces how two sentences are connected in the [ag\_news](https://huggingface.co/datasets/ag_news) dataset.

https://preview.redd.it/cv7wzjdkgbp91.png?width=1268&format=png&auto=webp&s=6235f4f27280397da92f725418d237adba432187

The illustration above demonstrates how a graph's relationships …

graph graphs machinelearning path semantic

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