Graph Text For Free

Abstract: Textual graphs (TGs) are graphs whose nodes correspond to text (sentences or documents), which are widely prevalent. The representation learning of TGs involves two stages: (i) unsupervised feature extraction and (ii) supervised graph representation learning.

Diagrams and charts are important because they present information visually. The adage ?a picture is worth a thousand words? applies when it comes diagrams and charts. This handout provide a few hints on understanding information visually.

Graphs and charts condense large amounts of information into easy-to-understand formats that clearly and effectively communicate important points.

Advantages of graphs and charts They can help you highlight trends, patterns, relationships, comparisons, or contrasts that might be difficult to see or explain in text. They can also save space and time, as you can convey a lot of information with a single image.

Graphs are a common method to visually illustrate relationships in the data. The purpose of a graph is to present data that are too numerous or complicated to be described adequately in the text and in less space.

Whatever the representation is, the main idea is always the same: first, identify entities in the text to represent as nodes in the graph, and, second, identify relations between those entities to represent as edges between nodes in the graph. The exact types of entities and relations are context and task dependent.

Graphs and charts are effective visual tools because they present information quickly and easily. It is not surprising then, that graphs are commonly used by print and electronic media. Sometimes, data can be better understood when presented by a graph than by a table because the graph can reveal a trend or comparison.