Identifying homogeneous subgroups of patients and important features: a topological machine learning approach
Background: This paper exploits recent developments in topological data analysis to present a pipeline for clustering based on Mapper, an algorithm that reduces complex data into a one-dimensional graph. Results: We present a pipeline to identify and summarise clusters based on statistically signifi...
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
BioMed Central Ltd
2021
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Subjects: | |
Online Access: | View Fulltext in Publisher |