An Evaluation of Multilabel Classification for the Automatic Annotation of Texts
E. Mencía.. Proceedings of LWA2010 - Workshop-Woche: Lernen, Wissen & Adaptivitaet, Kassel, Germany, (2010)
Abstract
This article presents the formulation of an information extraction as a multilabel classification problem. This representation allows for exploiting annotation overlappings and correlations. The standard multiclass approach is compared to different multilabel classification algorithms.
%0 Conference Paper
%1 kdml11
%A Mencía., Eneldo Loza
%B Proceedings of LWA2010 - Workshop-Woche: Lernen, Wissen & Adaptivitaet
%C Kassel, Germany
%D 2010
%E Atzmüller, Martin
%E Benz, Dominik
%E Hotho, Andreas
%E Stumme, Gerd
%K classification extraction information labelling language multilabel natural processing room:0410 sequential session:poster workshop:kdml
%T An Evaluation of Multilabel Classification for the Automatic Annotation of Texts
%U http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml11.pdf
%X This article presents the formulation of an information extraction as a multilabel classification problem. This representation allows for exploiting annotation overlappings and correlations. The standard multiclass approach is compared to different multilabel classification algorithms.
@inproceedings{kdml11,
abstract = {This article presents the formulation of an information extraction as a multilabel classification problem. This representation allows for exploiting annotation overlappings and correlations. The standard multiclass approach is compared to different multilabel classification algorithms.},
added-at = {2010-10-05T14:15:12.000+0200},
address = {Kassel, Germany},
author = {Mencía., Eneldo Loza},
biburl = {https://www.bibsonomy.org/bibtex/2c3f8f45d58e033a33cacb97ff489b518/lwa2010},
booktitle = {Proceedings of LWA2010 - Workshop-Woche: Lernen, Wissen {\&} Adaptivitaet},
crossref = {lwa2010},
editor = {Atzmüller, Martin and Benz, Dominik and Hotho, Andreas and Stumme, Gerd},
interhash = {3291f03181d4161d586b4a75e44a60e1},
intrahash = {c3f8f45d58e033a33cacb97ff489b518},
keywords = {classification extraction information labelling language multilabel natural processing room:0410 sequential session:poster workshop:kdml},
presentation_end = {2010-10-06 10:07:30},
presentation_start = {2010-10-06 09:45:00},
room = {0410},
session = {poster},
timestamp = {2010-10-05T14:15:14.000+0200},
title = {An Evaluation of Multilabel Classification for the Automatic Annotation of Texts},
track = {kdml},
url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml11.pdf},
year = 2010
}