Abstract: Much valuable information in documents is presented within tables. However, the information within tables is hard to extract automatically with high accuracy due to the wide variety and low quality of typical tables found in electronic documents. Information extraction technology can provide a method of extracting information from heterogeneous tables by recognizing tables, the header cells, and cells that are merged or should be merged, creating a richer representation of table structure and providing a convenient way of linking cells to their row and column headers. Use of this richer representation allows a few extraction patterns to successfully pull out information from a wide variety of differently formatted tables.

Abstract: Key information is locked within unstructured or semi-structured electronic documents or structured databases. Current user interfaces are either designed for information professionals and require training and high skill levels, or provide access to single structured data sources. Query suggestion technology provides a way that occasional users can get high value from unstructured or semi-structured data or heterogeneous structured data, or a combination of unstructured or semi-structured and structured data. In contrast to search technology, the user obtains structured results, that can be manipulated similar to spreadsheets, or via interactive visualization. Queries suggestions are ranked based on the terms or concepts entered by the user in addition to standard ranking methods such as ranking by frequency of usage.

Abstract: Much valuable information in documents is presented within tables. However, the information within tables is hard to extract automatically with high accuracy due to the wide variety and low quality of typical tables found in electronic documents. Information extraction technology can provide a method of extracting information from heterogeneous tables by recognizing tables, the header cells, and cells that are merged or should be merged, creating a richer representation of table structure and providing a convenient way of linking cells to their row and column headers. Use of this richer representation allows a few extraction patterns to successfully pull out information from a wide variety of differently formatted tables.