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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line. | ||
SPHINXOPTS = | ||
SPHINXBUILD = sphinx-build | ||
SPHINXPROJ = Tigramite | ||
SOURCEDIR = . | ||
BUILDDIR = _build | ||
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# Put it first so that "make" without argument is like "make help". | ||
help: | ||
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) | ||
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.PHONY: help Makefile | ||
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# Catch-all target: route all unknown targets to Sphinx using the new | ||
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). | ||
%: Makefile | ||
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) |
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# Sphinx build info version 1 | ||
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. | ||
config: 43e03fac560e16bfeebe8fc7915cb678 | ||
tags: 645f666f9bcd5a90fca523b33c5a78b7 |
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<!DOCTYPE html> | ||
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<html xmlns="http://www.w3.org/1999/xhtml"> | ||
<head> | ||
<meta charset="utf-8" /> | ||
<title>Overview: module code — Tigramite 4.0 documentation</title> | ||
<link rel="stylesheet" href="../_static/sphinxdoc.css" type="text/css" /> | ||
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accesskey="I">index</a></li> | ||
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>modules</a> |</li> | ||
<li class="nav-item nav-item-0"><a href="../index.html">Tigramite 4.0 documentation</a> »</li> | ||
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<h1>All modules for which code is available</h1> | ||
<ul><li><a href="abc.html">abc</a></li> | ||
<li><a href="tigramite/data_processing.html">tigramite.data_processing</a></li> | ||
<li><a href="tigramite/independence_tests.html">tigramite.independence_tests</a></li> | ||
<li><a href="tigramite/models.html">tigramite.models</a></li> | ||
<li><a href="tigramite/pcmci.html">tigramite.pcmci</a></li> | ||
<li><a href="tigramite/plotting.html">tigramite.plotting</a></li> | ||
</ul> | ||
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<div class="related" role="navigation" aria-label="related navigation"> | ||
<h3>Navigation</h3> | ||
<ul> | ||
<li class="right" style="margin-right: 10px"> | ||
<a href="../genindex.html" title="General Index" | ||
>index</a></li> | ||
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>modules</a> |</li> | ||
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.. Tigramite documentation master file, created by | ||
sphinx-quickstart on Thu May 11 18:32:05 2017. | ||
You can adapt this file completely to your liking, but it should at least | ||
contain the root `toctree` directive. | ||
TIGRAMITE | ||
========= | ||
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`Github repo <https://github.com/jakobrunge/tigramite/>`_ | ||
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Tigramite is a causal time series analysis python package. It allows to efficiently reconstruct causal graphs from high-dimensional time series datasets and model the obtained causal dependencies for causal mediation and prediction analyses. Causal discovery is based on linear as well as non-parametric conditional independence tests applicable to discrete or continuously-valued time series. Also includes functions for high-quality plots of the results. Please cite the following papers depending on which method you use: | ||
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0. J. Runge et al. (2019): Inferring causation from time series in Earth system sciences. | ||
Nature Communications, 10(1):2553. | ||
https://www.nature.com/articles/s41467-019-10105-3 | ||
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1. J. Runge, P. Nowack, M. Kretschmer, S. Flaxman, D. Sejdinovic (2019): Detecting and quantifying causal associations in large nonlinear time series datasets. | ||
Sci. Adv. 5, eaau4996. | ||
https://advances.sciencemag.org/content/5/11/eaau4996 | ||
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2. J. Runge et al. (2015): Identifying causal gateways and mediators in complex spatio-temporal systems. | ||
Nature Communications, 6, 8502. | ||
http://doi.org/10.1038/ncomms9502 | ||
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3. J. Runge (2015): Quantifying information transfer and mediation along causal pathways in complex systems. | ||
Phys. Rev. E, 92(6), 62829. | ||
http://doi.org/10.1103/PhysRevE.92.062829 | ||
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4. J. Runge (2018): Conditional Independence Testing Based on a Nearest-Neighbor Estimator of Conditional Mutual Information. | ||
In Proceedings of the 21st International Conference on Artificial Intelligence and Statistics. | ||
http://proceedings.mlr.press/v84/runge18a.html | ||
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5. J. Runge (2018): Causal Network Reconstruction from Time Series: From Theoretical Assumptions to Practical Estimation. | ||
Chaos: An Interdisciplinary Journal of Nonlinear Science 28 (7): 075310. | ||
https://aip.scitation.org/doi/10.1063/1.5025050 | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Contents: | ||
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.. autosummary:: | ||
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tigramite.pcmci.PCMCI | ||
tigramite.independence_tests.CondIndTest | ||
tigramite.independence_tests.ParCorr | ||
tigramite.independence_tests.GPDC | ||
tigramite.independence_tests.CMIknn | ||
tigramite.independence_tests.CMIsymb | ||
tigramite.independence_tests.RCOT | ||
tigramite.data_processing | ||
tigramite.models.Models | ||
tigramite.models.LinearMediation | ||
tigramite.models.Prediction | ||
tigramite.plotting | ||
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:mod:`tigramite.pcmci`: PCMCI | ||
=========================================== | ||
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.. autoclass:: tigramite.pcmci.PCMCI | ||
:members: | ||
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:mod:`tigramite.independence_tests`: Conditional independence tests | ||
================================================================================= | ||
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Base class: | ||
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.. autoclass:: tigramite.independence_tests.CondIndTest | ||
:members: | ||
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Test statistics: | ||
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.. autoclass:: tigramite.independence_tests.ParCorr | ||
:members: | ||
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.. autoclass:: tigramite.independence_tests.GPDC | ||
:members: | ||
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.. autoclass:: tigramite.independence_tests.CMIknn | ||
:members: | ||
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.. autoclass:: tigramite.independence_tests.CMIsymb | ||
:members: | ||
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.. autoclass:: tigramite.independence_tests.RCOT | ||
:members: | ||
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:mod:`tigramite.data_processing`: Data processing functions | ||
=========================================================== | ||
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.. automodule:: tigramite.data_processing | ||
:members: | ||
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:mod:`tigramite.models`: Time series modeling, mediation, and prediction | ||
======================================================================== | ||
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Base class: | ||
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.. autoclass:: tigramite.models.Models | ||
:members: | ||
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Derived classes: | ||
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.. autoclass:: tigramite.models.LinearMediation | ||
:members: | ||
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.. autoclass:: tigramite.models.Prediction | ||
:members: | ||
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:mod:`tigramite.plotting`: Plotting functions | ||
============================================= | ||
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.. automodule:: tigramite.plotting | ||
:members: | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`modindex` | ||
* :ref:`search` |
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