Exploring structure and content on the web
Tim Weninger, Jiawei Han · 2013
In this tutorial we view the World Wide Web as a type of massive, decentralized database. At present, this "Web database" is presented in a manner largely devoid of any consistent meaning or schema. That is not to say that Web-data lacks an underlying organization; in fact, most Web content is generated from an underlying schema-bound, or otherwise structured database. Information extraction is generally concerned with the reconciliation of unstructured or semi-structured Web content with the neatly structured database paradigm. With this Web-database in hand, researchers and practitioners have recently begun developing mechanisms which return structured results in response to an unstructured query. These new developments are a product of (1) record, list and table extraction from large numbers of semi-structured Web pages, (2) integration of these disparate extraction results into a consistent form, and (3) analysis of the newly extracted and integrated Web data.