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pald - MaRDI portal

pald (Q106474)

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Partitioned Local Depth for Community Structure in Data
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pald
Partitioned Local Depth for Community Structure in Data

    Statements

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    0.0.2
    3 June 2022
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    0.0.1
    14 April 2022
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    0.0.3
    28 September 2023
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    28 September 2023
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    Implementation of the Partitioned Local Depth (PaLD) approach which provides a measure of local depth and the cohesion of a point to another which (together with a universal threshold for distinguishing strong and weak ties) may be used to reveal local and global structure in data, based on methods described in Berenhaut, Moore, and Melvin (2022) <doi:10.1073/pnas.2003634119>. No extraneous inputs, distributional assumptions, iterative procedures nor optimization criteria are employed. This package includes functions for computing local depths and cohesion as well as flexible functions for plotting community networks and displays of cohesion against distance.
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