semvec/pypi-packages huggingface dataset:
hrf_estimation 1.1
A module for estimating Hemodynamical Response Function from functional MRI data
License: Simplified BSD

Hemodynamic Response Function (HRF) estimation from functional MRI data
=======================================================================

This is a Python package that implements several methods for the
joint estimation of HRF and activation patterns (aka beta-map) from
fMRI (BOLD) signal.

If you use this software, please cite (at least) one of the following papers

"Data-driven HRF estimation for encoding and decoding models",
Fabian Pedregosa, Michael Eickenberg, Philippe Ciuciu, Bertrand Thirion and
Alexandre Gramfort. URL: http://hal.inria.fr/hal-00952554/en

"HRF estimation improves sensitivity of fMRI encoding and decoding
models", Fabian Pedregosa, Michael Eickenberg, Bertrand Thirion and
Alexandre Gramfort. URL: http://hal.inria.fr/hal-00821946/en


.. image:: https://raw.github.com/fabianp/hrf_estimation/master/doc/estimation_natural_images.png
   :target: http://nbviewer.ipython.org/github/fabianp/hrf_estimation/blob/master/examples/hrf_estimation%20example.ipynb


Installation
------------

hrf_estimation is a pure Python package and can be installed through the Python Package Index (PYPI):

.. code:: bash

   pip install -U hrf_estimation

You can also download the source code from the `PYPI website <https://pypi.python.org/pypi/hrf_estimation>`_
or get the latest sources from `github <http://github.com/fabianp/hrf_estimation/>`_


Documentation
-------------

Documentation and function reference is available at https://pythonhosted.org/hrf_estimation/

Development
-----------

The newest version can alway be grabbed from the `git repository
<http://github.com/fabianp/hrf_estimation>`_. Feel free to submit
issues or patches.


Authors
-------

`Fabian Pedregosa <http://fa.bianp.net>`_ <f@bianp.net>

Michael Eickenberg <michael.eickenberg@nsup.org>

Thanks to
---------
Yaroslav Halchenko, Bug reports