An Analysis of Inference with the Universum
2008
Conference Paper
ei
We study a pattern classification algorithm which has recently been proposed by Vapnik and coworkers. It builds on a new inductive principle which assumes that in addition to positive and negative data, a third class of data is available, termed the Universum. We assay the behavior of the algorithm by establishing links with Fisher discriminant analysis and oriented PCA, as well as with an SVM in a projected subspace (or, equivalently, with a data-dependent reduced kernel). We also provide experimental results.
Author(s): | Sinz, FH. and Chapelle, O. and Agarwal, A. and Schölkopf, B. |
Book Title: | Advances in neural information processing systems 20 |
Journal: | Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007 |
Pages: | 1369-1376 |
Year: | 2008 |
Month: | September |
Day: | 0 |
Editors: | JC Platt and D Koller and Y Singer and S Roweis |
Publisher: | Curran |
Department(s): | Empirical Inference |
Bibtex Type: | Conference Paper (inproceedings) |
Event Name: | 21st Annual Conference on Neural Information Processing Systems (NIPS 2007) |
Event Place: | Vancouver, BC, Canada |
Address: | Red Hook, NY, USA |
Digital: | 0 |
ISBN: | 978-1-605-60352-0 |
Language: | en |
Organization: | Max-Planck-Gesellschaft |
School: | Biologische Kybernetik |
Links: |
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BibTex @inproceedings{4709, title = {An Analysis of Inference with the Universum}, author = {Sinz, FH. and Chapelle, O. and Agarwal, A. and Sch{\"o}lkopf, B.}, journal = {Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007}, booktitle = {Advances in neural information processing systems 20}, pages = {1369-1376}, editors = {JC Platt and D Koller and Y Singer and S Roweis}, publisher = {Curran}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Red Hook, NY, USA}, month = sep, year = {2008}, doi = {}, month_numeric = {9} } |