%0 Conference Paper %1 Vayrynen-LindhKnuutila:2006:SCAI2006 %A Väyrynen, Jaakko J. %A Lindh-Knuutila, Tiina %B Proceedings of the The Ninth Scandinavian Conference on Artificial Intelligence (SCAI 2006) %D 2006 %I Finnish Artificial Intelligence Society %K corpus emergence ica multilingual parallel %N 22 %P 101--105 %T Emergence of multilingual representations by independent component analysis using parallel corpora %X This paper reports the first results on extracting a meaningful representation for words from multilingual parallel corpora. Independent component analysis is used to extract a number of components from statistics calculated for words in contexts. Individual components are meaningful and multilingual and words are represented as a bag of concepts model. The component space created by the extracted components is also multilingual. Words that are related in different languages appear close to each other in the component space, which makes it possible to find translations for words between languages.

@inproceedings{Vayrynen-LindhKnuutila:2006:SCAI2006, abstract = {This paper reports the first results on extracting a meaningful representation for words from multilingual parallel corpora. Independent component analysis is used to extract a number of components from statistics calculated for words in contexts. Individual components are meaningful and multilingual and words are represented as a bag of concepts model. The component space created by the extracted components is also multilingual. Words that are related in different languages appear close to each other in the component space, which makes it possible to find translations for words between languages. }, added-at = {2008-11-26T11:17:06.000+0100}, author = {V{\"{a}}yrynen, Jaakko J. and Lindh-Knuutila, Tiina}, biburl = {https://www.bibsonomy.org/bibtex/258430da5542566f9735b4cfcc91ef25e/jjv}, booktitle = {Proceedings of the The Ninth Scandinavian Conference on Artificial Intelligence (SCAI 2006)}, interhash = {1dd7558b74ff7762507f3c266ebc72aa}, intrahash = {58430da5542566f9735b4cfcc91ef25e}, keywords = {corpus emergence ica multilingual parallel}, number = 22, pages = {101--105}, publisher = {Finnish Artificial Intelligence Society}, series = {Publications of the Finnish Artificial Intelligence Society}, timestamp = {2008-11-26T11:17:06.000+0100}, title = {Emergence of multilingual representations by independent component analysis using parallel corpora}, year = 2006 }