arXiv Open Access 2011

Baby Morse Theory in Data Analysis

Caren Marzban Ulvi Yurtsever
Lihat Sumber

Abstrak

A methodology is proposed for inferring the topology underlying point cloud data. The approach employs basic elements of Morse Theory, and is capable of producing not only a point estimate of various topological quantities (e.g., genus), but it can also assess their sampling uncertainty in a probabilistic fashion. Several examples of point cloud data in three dimensions are utilized to demonstrate how the method yields interval estimates for the topology of the data as a 2-dimensional surface embedded in R^3.

Topik & Kata Kunci

Penulis (2)

C

Caren Marzban

U

Ulvi Yurtsever

Format Sitasi

Marzban, C., Yurtsever, U. (2011). Baby Morse Theory in Data Analysis. https://arxiv.org/abs/1105.2582

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2011
Bahasa
en
Sumber Database
arXiv
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Open Access ✓