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README
BSD-3-Clause

ΦID -- Integrated Information Decomposition

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This is a Python library developed to facilitate the computation of Integrated Information Decomposition (ΦID) for both continuous and discrete data. It serves as an equivalent to the original Matlab toolbox, allowing researchers and enthusiasts to leverage Python's extensive ecosystem for analyzing complex systems and neural data.

Installation

The library will be available for installation via pip. You can install the latest version using the following command:

pip install git+https://github.com/Imperial-MIND-lab/integrated-info-decomp.git

Citation

If you use phyid in your research, please cite the following papers: -Mediano, Rosas, et al. (2021) Towards an extended taxonomy of information dynamics via Integrated Information Decomposition. arXiv. -Luppi et al. (2022) A synergistic core for human brain evolution and cognition. Nature Neuroscience 25, 771–782.

BSD 3-Clause License Copyright (c) 2023, phyid developers Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

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