Sparse distributed representations for words with thresholded independent component analysis (2007)
AUTHORS:
Väyrynen Jaakko J.
,
Lindqvist Lasse,
Honkela Timo
BOOKTITLE:
Proceedings of the International Joint Conference on Neural Networks (IJCNN 2007)
PAGES:
1031--1036
URL:
http://dx.doi.org/10.1109/IJCNN.2007.4371100
PDF:
pdf/Vayrynen07IJCNN.pdf
@inproceedings{ Vayrynen07IJCNN2007, editor = "Si, Jennie and Sun, Ron", author = {V{\"{a}}yrynen, Jaakko J. and Lindqvist, Lasse and Honkela, Timo}, publisher = "IEEE", isbn = "1-4244-1480-X", title = "Sparse distributed representations for words with thresholded independent component analysis", url = "http://dx.doi.org/10.1109/IJCNN.2007.4371100", booktitle = "Proceedings of the International Joint Conference on Neural Networks (IJCNN 2007)", corerank = "A", abstract = "We show that independent component analysis (ICA) can be used to find distributed representations for words that can be further processed by thresholding to produce sparse representations. The applicability of the thresholded ICA representation is compared to singular value decomposition (SVD) in a multiple choice vocabulary task with three data sets.", month = "August", responsibleauthor = "Väyrynen, Jaakko", flags = "COG AIRC public RAE", year = "2007", pdf = "Vayrynen07IJCNN.pdf", impactfactor = "D3", pages = "1031--1036" }