Using regular expressions for NER
Regular expressions can be used to identify entities in a document. We will investigate two general approaches:
- The first one uses regular expressions as supported by Java. These can be useful in situations where the entities are relatively simple and consistent in their form.
- The second approach uses classes designed to specifically use regular expressions. To demonstrate this, we will use LingPipe's
RegExChunker
class.
When working with regular expressions, it is advantageous to avoid reinventing the wheel. There are many sources for predefined and tested expressions. One such library can be found at http://regexlib.com/Default.aspx. We will use several of the regular expressions in this library for our examples. ...
Get Natural Language Processing with Java now with the O’Reilly learning platform.
O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.