Mathematical principles of topologic...
Joharinad, Parvaneh.

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  • Mathematical principles of topological and geometric data analysis
  • 紀錄類型: 書目-電子資源 : Monograph/item
    正題名/作者: Mathematical principles of topological and geometric data analysis/ by Parvaneh Joharinad, Jurgen Jost.
    作者: Joharinad, Parvaneh.
    其他作者: Jost, Jurgen.
    出版者: Cham :Springer International Publishing : : 2023.,
    面頁冊數: ix, 281 p. :ill., digital ;24 cm.
    內容註: Introduction -- Topological foundations, hypercomplexes and homology -- Weighted complexes, cohomology and Laplace operators -- The Laplace operator and the geometry of graphs -- Metric spaces and manifolds -- Linear methods: Kernels, variations, and averaging -- Nonlinear schemes: Clustering, feature extraction and dimension reduction -- Manifold learning, the scheme of Laplacian eigenmaps -- Metrics and curvature.
    Contained By: Springer Nature eBook
    標題: Topology. -
    電子資源: https://doi.org/10.1007/978-3-031-33440-5
    ISBN: 9783031334405
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