arXiv Open Access 2015

Modularity Component Analysis versus Principal Component Analysis

Hansi Jiang Carl Meyer

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Abstrak

In this paper the exact linear relation between the leading eigenvectors of the modularity matrix and the singular vectors of an uncentered data matrix is developed. Based on this analysis the concept of a modularity component is defined, and its properties are developed. It is shown that modularity component analysis can be used to cluster data similar to how traditional principal component analysis is used except that modularity component analysis does not require data centering.

Topik & Kata Kunci

stat.ML

Penulis (2)

Hansi Jiang

Carl Meyer

Format Sitasi

APA MLA BibTeX

Jiang, H., Meyer, C. (2015). Modularity Component Analysis versus Principal Component Analysis. https://arxiv.org/abs/1510.05492

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Informasi Jurnal

Tahun Terbit: 2015
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓