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AllRight: Automatic Ontology Instantiation from Tabular Web Documents.

Authors :
Hutchison, David
Kanade, Takeo
Kittler, Josef
Kleinberg, Jon M.
Mattern, Friedemann
Mitchell, John C.
Naor, Moni
Nierstrasz, Oscar
Pandu Rangan, C.
Steffen, Bernhard
Sudan, Madhu
Terzopoulos, Demetri
Tygar, Doug
Vardi, Moshe Y.
Weikum, Gerhard
Aberer, Karl
Choi, Key-Sun
Noy, Natasha
Allemang, Dean
Lee, Kyung-Il
Source :
The Semantic Web; 2008, p466-479, 14p
Publication Year :
2008

Abstract

The process of instantiating an ontology with high-quality and up-to-date instance information manually is both time consuming and prone to error. Automatic ontology instantiation from Web sources is one of the possible solutions to this problem and aims at the computer supported population of an ontology through the exploitation of (redundant) information available on the Web. In this paper we present AllRight, a comprehensive ontology instantiating system. In particular, the techniques implemented in AllRight are designed for application scenarios, in which the desired instance information is given in the form of tables and for which existing Information Extraction (IE) approaches based on statistical or natural language processing methods are not directly applicable. Within AllRight, we have therefore developed new techniques for dealing with tabular instance data and combined these techniques with existing methods. The system supports all necessary steps for ontology instantiation, i.e. web crawling, name extraction, document clustering as well as fact extraction and validation. AllRight has been successfully evaluated in the popular domains of digital cameras and notebooks leading to a about eighty percent accuracy of the extracted facts given only a very limited amount of seed knowledge. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540762973
Database :
Complementary Index
Journal :
The Semantic Web
Publication Type :
Book
Accession number :
33275304
Full Text :
https://doi.org/10.1007/978-3-540-76298-0_34