6 resultados para Multidimensional projection

em Bulgarian Digital Mathematics Library at IMI-BAS


Relevância:

20.00% 20.00%

Publicador:

Resumo:

* The work is supported by RFBR, grant 04-01-00858-a

Relevância:

20.00% 20.00%

Publicador:

Resumo:

* The work was supported by the RFBR under Grant N07-01-00331a.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

2000 Mathematics Subject Classification: 26A33, 42B20

Relevância:

20.00% 20.00%

Publicador:

Resumo:

We present a test for identifying clusters in high dimensional data based on the k-means algorithm when the null hypothesis is spherical normal. We show that projection techniques used for evaluating validity of clusters may be misleading for such data. In particular, we demonstrate that increasingly well-separated clusters are identified as the dimensionality increases, when no such clusters exist. Furthermore, in a case of true bimodality, increasing the dimensionality makes identifying the correct clusters more difficult. In addition to the original conservative test, we propose a practical test with the same asymptotic behavior that performs well for a moderate number of points and moderate dimensionality. ACM Computing Classification System (1998): I.5.3.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

MSC 2010: 44A35, 44A45, 44A40, 35K20, 35K05

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Report published in the Proceedings of the National Conference on "Education and Research in the Information Society", Plovdiv, May, 2016