Code Monkey home page Code Monkey logo

complex_laplacian's Introduction

Structural Eigenmodes of Complex Graph Laplacian

DOI

This repository includes the analysis as described in Emergence of Canonical Functional Networks from Complex-valued Laplacian of Structural Connectome, where we investigate whether we can recreate the canonical functional networks of the human brain from structural connectivity with a simple low dimensional framework.

Set up:

This repository is dependent on spectrome, please see instructions in the repository for setting up your conda environment. The spectrome repository will need to be cloned, and the path to the spectrome folder will need to be appended to $PYTHONPATH. Activating the spectrome environment will enable all the analysis in this repository.

If you wish to visualize brain renderings, you will need to add ipywidgets and pysurfer dependencies to your environment. The current public spectrome environment is made for Binder, meaning we removed any pop out visualization tools that caused issues with Binder.

Citation:

Files:

  • notebooks: Jupyter notebooks that produced the paper results.
  • scripts: python script for optimization.
  • data: some intermediate data needed to generate the figures.
    • mean80_fiber*.csv: HCP averaged fibercount and fiberlength files.
    • DK_dictionary_normalized.csv: The canonical functional networks in DK-atlas parcellations

complex_laplacian's People

Contributors

axiezai avatar

Watchers

 avatar

Forkers

benjaminsipes

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.