Persistence paths and signature features in topological data analysis

We introduce a new feature map for barcodes as they arise in persistent homology computation. The main idea is to first realize each barcode as a path in a convenient vector space, and to then compute its path signature which takes values in the tensor algebra of that vector space. The composition o...

詳細記述

書誌詳細
主要な著者: Chevyrev, I, Nanda, V, Oberhauser, H
フォーマット: Journal article
出版事項: Institute of Electrical and Electronics Engineers 2018

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