A distribution-guided Mapper algorithm

The D-Mapper algorithm can generate covers from data based on a probability model. This work demonstrates the power of fusing probabilistic models with Mapper algorithms.

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Publication Details

Journal
BMC Bioinformatics
Published
2025-03-05
DOI
https://doi.org/10.1186/s12859-025-06085-5
Citations
2
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
3.01

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article

A distribution-guided Mapper algorithm

Shufei Ge, Yuyang Tao
2 citations
BMC Bioinformatics
Topological and Geometric Data Analysis
3.01
article

A distribution-guided Mapper algorithm

Shufei Ge, Yuyang Tao
article en
2 citations

Abstract

The D-Mapper algorithm can generate covers from data based on a probability model. This work demonstrates the power of fusing probabilistic models with Mapper algorithms.

BMC BioinformaticsVol. 26(1)
ShanghaiTech University (CN)
National Natural Science Foundation of China, Science and Technology Commission of Shanghai Municipality
Openalex Percentile: Top 10%
Topological and Geometric Data Analysis
3.01
DOIOpen Access PDFOpenAlex
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