Code Monkey home page Code Monkey logo

caimdecoding's Introduction

Decoding behavior from calcium imaging data

This is the supporting code and data for the manuscript: 'A probabilistic framework for decoding behavior from in vivo calcium imaging data' by Guillaume Etter, Frederic Manseau, and Sylvain Williams

Link to the publication: https://www.frontiersin.org/articles/10.3389/fncir.2020.00019/abstract

Link to the preprint repository: https://www.biorxiv.org/content/10.1101/827030v1

How to cite: Etter, G., Manseau, F. & Williams, S. A probabilistic framework for decoding behavior from in vivo calcium imaging data. Front. Neural Circuits 14, (2020).

Last update on: 2020/02/28

  • extract_1D_information computes MI (instead of KLD), prior and posterior probability distributions
  • Added bootstrapping in fig1
  • Simplified fig5: confidence intervals are sufficient to estimate encoding predicition variability

COMING SOON:

  • Python notebook version
  • Functional implementation
  • Generalization of the code for discrete states (instead of binning continuous states in the present form)

caimdecoding's People

Contributors

etterguillaume avatar

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.