Sunday, October 09, 2005

Probabilistic Datalog and tolog

The TMRA05 presentation of a TM application framework by Naito-san made me mention "probabilistic datalog" because I think this might be relevant to fuzzy Topic Maps retrieval with tolog-like languages.

Lars Marius Garshol blogged my remark right away:
"In the questions Alex Sigel brought up something I think was called "probabilistic Datalog", which is used in information retrieval. That sounded quite relevant, and interesting. I may need to do some digging on that. "
http://www.garshol.priv.no/blog/8.html

A decade ago, Prof. Norbert Fuhr had extended Datalog to Probabilistic Datalog.
In turn it had been extended for usage with DAML+OIL, OWL's predecessor.

Here some references:
http://doi.acm.org/10.1145/215206.215372
http://citeseer.ist.psu.edu/17554.html
For implementing the logical model of databases, a variant of Horn logic called Datalogis widely used. Regarding IR as generalization of database retrieval, it seems quite naturalto develop a probabilistic version of Datalog.

Norbert Fuhr: Probabilistic Datalog: Implementing Logical Information Retrieval for Advanced Applications Journal of the American Society for Information Science JASIS 51:2 (Jan 2000), 95

@incollection{Roelleke/Fuhr:98a,
author={Thomas R{\"o}lleke and Norbert Fuhr},
title={Information Retrieval with Probabilistic {Datalog}},
chapter=9,
pages={221--245},
crossref={LOGICIR:98},
entrydate=19971028,
key={Roelleke/Fuhr:98a},
year=1998,
}

http://www.is.informatik.uni-duisburg.de/bib/pdf/ir/Nottelmann_Fuhr:04a.pdf

1 Comments:

Anonymous Lars Marius Garshol said...

Thanks for these references, Alex! I've now printed a couple of the papers, and put them in my to-read pile. I like the fact that the probabilistic Datalog is used for information retrieval, the key usecase for Topic Maps.

9:10 AM  

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