We generalize traditional goals of clustering towards distinguishing components in a non-parametric mixture model. The clusters are not necessarily based on point locations, but on higher order criteria. This framework can be implemented by embedding probability distributions in a Hilbert space. The corresponding clustering objective is very general and relates to a range of common clustering concepts.
| Author(s): | Jegelka, S. and Gretton, A. and Schölkopf, B. and Sriperumbudur, BK. and von Luxburg, U. |
| Book Title: | KI 2009: AI and Automation, Lecture Notes in Computer Science, Vol. 5803 |
| Journal: | KI 2009: Advances in Artificial Intelligence |
| Pages: | 144-152 |
| Year: | 2009 |
| Month: | September |
| Day: | 0 |
| Editors: | B Mertsching and M Hund and Z Aziz |
| Publisher: | Springer |
| Bibtex Type: | Conference Paper (inproceedings) |
| Address: | Berlin, Germany |
| DOI: | 10.1007/978-3-642-04617-9_19 |
| Event Name: | 32nd Annual Conference on Artificial Intelligence (KI) |
| Event Place: | Paderborn, Germany |
| Digital: | 0 |
| Electronic Archiving: | grant_archive |
| Language: | en |
| Organization: | Max-Planck-Gesellschaft |
| School: | Biologische Kybernetik |
| Links: | |
BibTex
@inproceedings{5928,
title = {Generalized Clustering via Kernel Embeddings},
journal = {KI 2009: Advances in Artificial Intelligence},
booktitle = {KI 2009: AI and Automation, Lecture Notes in Computer Science, Vol. 5803},
abstract = {We generalize traditional goals of clustering towards distinguishing components in a non-parametric mixture model. The clusters are not necessarily based on point locations, but on higher order criteria. This framework can be implemented by embedding probability distributions
in a Hilbert space. The corresponding clustering objective is very general and relates to a range of common clustering concepts.},
pages = {144-152},
editors = {B Mertsching and M Hund and Z Aziz},
publisher = {Springer},
organization = {Max-Planck-Gesellschaft},
school = {Biologische Kybernetik},
address = {Berlin, Germany},
month = sep,
year = {2009},
slug = {5928},
author = {Jegelka, S. and Gretton, A. and Sch{\"o}lkopf, B. and Sriperumbudur, BK. and von Luxburg, U.},
month_numeric = {9}
}