PyLandscapes: A Python Implementation of Persistence Landscapes
dc.contributor.author | Angeloro, Gabrielle | |
dc.contributor.department | Department of Mathematics | |
dc.contributor.majorProfessor | Dr. Michael Catanzaro | |
dc.date | 2021-06-02T13:06:00.000 | |
dc.date.accessioned | 2021-08-14T03:33:16Z | |
dc.date.available | 2021-08-14T03:33:16Z | |
dc.date.copyright | Wed Jan 01 00:00:00 UTC 2020 | |
dc.date.embargo | 2020-12-01 | |
dc.date.issued | 2021-01-01 | |
dc.description.abstract | <p>Persistent homology provides a geometric and topological view on data sets and is often used in conjunction with more traditional statistical methods. In this essay, we discuss a vectorization scheme of persistent homology, known as persistence landscapes. We develop a package in python to compute persistence landscapes and preform the necessary tasks for statistical analysis. This includes computing linear combinations and norms of persistence landscapes. We also present a modified algorithm to compute persistence landscapes on a user specified grid.</p> | |
dc.format.mimetype | ||
dc.identifier | archive/lib.dr.iastate.edu/creativecomponents/705/ | |
dc.identifier.articleid | 1726 | |
dc.identifier.contextkey | 20361456 | |
dc.identifier.doi | https://doi.org/10.31274/cc-20240624-1175 | |
dc.identifier.s3bucket | isulib-bepress-aws-west | |
dc.identifier.submissionpath | creativecomponents/705 | |
dc.identifier.uri | https://dr.lib.iastate.edu/handle/20.500.12876/Ewpa4kDv | |
dc.source.bitstream | archive/lib.dr.iastate.edu/creativecomponents/705/Angeloro_PyLandscapes.pdf|||Sat Jan 15 01:41:16 UTC 2022 | |
dc.subject.disciplines | Geometry and Topology | |
dc.subject.keywords | Topological Data Analysis | |
dc.subject.keywords | Persistence Landscapes | |
dc.subject.keywords | Python Package | |
dc.subject.keywords | Sci-kit TDA | |
dc.title | PyLandscapes: A Python Implementation of Persistence Landscapes | |
dc.type | creative component | |
dc.type.genre | creative component | |
dspace.entity.type | Publication | |
relation.isOrgUnitOfPublication | 82295b2b-0f85-4929-9659-075c93e82c48 | |
thesis.degree.discipline | Mathematics | |
thesis.degree.level | creativecomponent |
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