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Author, Editor

Author(s):

de Melo, Gerard
Siersdorfer, Stefan

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Editor(s):

Amati, Gianni
Carpineto, Claudio
Romano, Giovanni

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Not MPII Editor(s):

Amati, Gianni
Carpineto, Claudio
Romano, Giovanni

BibTeX cite key*:

deMeloS07

Title, Booktitle

Title*:

Multilingual Text Classification using Ontologies

Booktitle*:

Proceedings of the 29th European Conference on Information Retrieval (ECIR 2007)

Event, URLs

URL of the conference:

http://ecir2007.fub.it/

URL for downloading the paper:


Event Address*:

Rome, Italy

Language:

English

Event Date*
(no longer used):


Organization:


Event Start Date:

2 April 2007

Event End Date:

5 April 2007

Publisher

Name*:

Springer

URL:


Address*:

Berlin

Type:


Vol, No, Year, pp.

Series:

Lecture Notes in Computer Science

Volume:

4425

Number:


Month:


Pages:

541-548

Year*:

2007

VG Wort Pages:


ISBN/ISSN:

978-3-540-71494-1

Sequence Number:


DOI:

http://dx.doi.org/10.1007/978-3-540-71496-5_49



Note, Abstract, ©

Note:

Acceptance Ratio 1:4

(LaTeX) Abstract:

In this paper, we investigate strategies for automatically classifying
documents in different languages thematically, geographically or
according to other criteria. A novel linguistically motivated text representation scheme is presented that can be used with machine learning
algorithms in order to learn classifications from pre-classified examples
and then automatically classify documents that might be provided in
entirely different languages. Our approach makes use of ontologies and
lexical resources but goes beyond a simple mapping from terms to concepts
by fully exploiting the external knowledge manifested in such resources
and mapping to entire regions of concepts. For this, a graph
traversal algorithm is used to explore related concepts that might be relevant.
Extensive testing has shown that our methods lead to significant
improvements compared to existing approaches.



Download
Access Level:

Internal

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Databases and Information Systems Group

Appearance:

MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort



BibTeX Entry:

@INPROCEEDINGS{deMeloS07,
AUTHOR = {de Melo, Gerard and Siersdorfer, Stefan},
EDITOR = {Amati, Gianni and Carpineto, Claudio and Romano, Giovanni},
TITLE = {Multilingual Text Classification using Ontologies},
BOOKTITLE = {Proceedings of the 29th European Conference on Information Retrieval (ECIR 2007)},
PUBLISHER = {Springer},
YEAR = {2007},
VOLUME = {4425},
PAGES = {541--548},
SERIES = {Lecture Notes in Computer Science},
ADDRESS = {Rome, Italy},
ISBN = {978-3-540-71494-1},
DOI = {http://dx.doi.org/10.1007/978-3-540-71496-5_49},
NOTE = {Acceptance Ratio 1:4},
}


Entry last modified by Adriana Davidescu, 02/28/2008
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Editor(s)
Ralf Schenkel
Created
02/27/2007 09:59:53 AM
Revisions
4.
3.
2.
1.
0.
Editor(s)
Adriana Davidescu
Adriana Davidescu
Adriana Davidescu
Petra Schaaf
Petra Schaaf
Edit Dates
20.07.2007 15:52:46
06.07.2007 14:40:06
18.05.2007 14:01:11
04.04.2007 13:52:09
27.02.2007 09:59:53