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Iterated integral signature calculations

Project description

This package provides tools for calculating the signature and log signature of a data stream. These are summary statistics of piecewise linear paths, consisting of iterated integrals, inspired by rough path theory. See <http://www2.warwick.ac.uk/jreizenstein> for documentation and more information about the calculations, and <https://github.com/bottler/iisignature> for source code.

It is work in progress.

Python

Install with:

pip install iisignature

For the moment, don’t install this package if you don’t have numpy > 1.7 installed. Unless you are using Python 3.5 on Windows, which has precompiled wheels, you will need to be able to compile C++ extensions. The on-the-fly compiled versions of the log signature calculations are for Windows (32 and 64 bit) and 64 bit linux.

Authors

  • Dr Benjamin Graham

  • Jeremy Reizenstein

Thanks

This package includes BCH coefficients from Fernando Casas and Ander Murua. <http://arxiv.org/abs/0810.2656>

Project details


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iisignature-0.17.tar.gz (1.2 MB view hashes)

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iisignature-0.17-cp36-cp36m-win_amd64.whl (1.3 MB view hashes)

Uploaded CPython 3.6m Windows x86-64

iisignature-0.17-cp35-cp35m-win_amd64.whl (1.3 MB view hashes)

Uploaded CPython 3.5m Windows x86-64

iisignature-0.17-cp35-cp35m-win32.whl (1.3 MB view hashes)

Uploaded CPython 3.5m Windows x86

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