---
_id: '3712'
abstract:
- lang: eng
text: We present a new method for spectral clustering with paired data based on
kernel canonical correlation analysis, called correlational spectral clustering.
Paired data are common in real world data sources, such as images with text captions.
Traditional spectral clustering algorithms either assume that data can be represented
by a single similarity measure, or by co-occurrence matrices that are then used
in biclustering. In contrast, the proposed method uses separate similarity measures
for each data representation, and allows for projection of previously unseen data
that are only observed in one representation (e.g. images but not text). We show
that this algorithm generalizes traditional spectral clustering algorithms and
show consistent empirical improvement over spectral clustering on a variety of
datasets of images with associated text.
author:
- first_name: Matthew
full_name: Blaschko,Matthew B
last_name: Blaschko
- first_name: Christoph
full_name: Christoph Lampert
id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
last_name: Lampert
orcid: 0000-0001-8622-7887
citation:
ama: 'Blaschko M, Lampert C. Correlational spectral clustering. In: IEEE; 2008:1-8.
doi:10.1109/CVPR.2008.4587353'
apa: 'Blaschko, M., & Lampert, C. (2008). Correlational spectral clustering
(pp. 1–8). Presented at the CVPR: Computer Vision and Pattern Recognition, IEEE.
https://doi.org/10.1109/CVPR.2008.4587353'
chicago: Blaschko, Matthew, and Christoph Lampert. “Correlational Spectral Clustering,”
1–8. IEEE, 2008. https://doi.org/10.1109/CVPR.2008.4587353.
ieee: 'M. Blaschko and C. Lampert, “Correlational spectral clustering,” presented
at the CVPR: Computer Vision and Pattern Recognition, 2008, pp. 1–8.'
ista: 'Blaschko M, Lampert C. 2008. Correlational spectral clustering. CVPR: Computer
Vision and Pattern Recognition, 1–8.'
mla: Blaschko, Matthew, and Christoph Lampert. Correlational Spectral Clustering.
IEEE, 2008, pp. 1–8, doi:10.1109/CVPR.2008.4587353.
short: M. Blaschko, C. Lampert, in:, IEEE, 2008, pp. 1–8.
conference:
name: 'CVPR: Computer Vision and Pattern Recognition'
date_created: 2018-12-11T12:04:45Z
date_published: 2008-09-18T00:00:00Z
date_updated: 2021-01-12T07:51:40Z
day: '18'
doi: 10.1109/CVPR.2008.4587353
extern: 1
month: '09'
page: 1 - 8
publication_status: published
publisher: IEEE
publist_id: '2646'
quality_controlled: 0
status: public
title: Correlational spectral clustering
type: conference
year: '2008'
...