472 search results - page 31 / 95 » Clustering functional data with the SOM algorithm |
111
Voted
ICML
2005
IEEE
16 years 4 months ago
2005
IEEE
We present a novel unsupervised learning scheme that simultaneously clusters variables of several types (e.g., documents, words and authors) based on pairwise interactions between...
117
Voted
BIBE
2007
IEEE
15 years 10 months ago
2007
IEEE
—The rapid burgeoning of available protein data makes the use of clustering within families of proteins increasingly important, the challenge is to identify subfamilies of evolut...
119
Voted
ICPR
2002
IEEE
15 years 9 months ago
2002
IEEE
Kernel functions can be viewed as a non-linear transformation that increases the separability of the input data by mapping them to a new high dimensional space. The incorporation ...
153
click to vote
CAIP
2005
Springer
15 years 9 months ago
2005
Springer
Non-parametric data representation can be done by means of a potential function. This paper introduces a methodology for finding modes of the potential function. Two different me...
140
click to vote
PRL
2008
15 years 3 months ago
2008
This article introduces a scheme for clustering complex and linearly non-separable datasets, without any prior knowledge of the number of naturally occurring groups in the data. T...