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YuXin8ION's Projects

caiman-matlab icon caiman-matlab

Complete Matlab pipeline for large scale calcium imaging data analysis

cellsort icon cellsort

This toolbox includes routines for using principal component analysis (PCA) and independent component analysis (ICA) to extract cellular signals from imaging data sets. A full description and validation of the method is provided in the paper, "Automated Analysis of Cellular Signals from Large-Scale Calcium Imaging Data," Neuron, 63:747 (2009): http://tinyurl.com/cellsort

grakel icon grakel

A scikit-learn compatible library for graph kernels

neural-assembly-detection icon neural-assembly-detection

Code published with the paper J. Mölter, L. Avitan, and G. J. Goodhill. "Detecting neural assemblies in calcium imaging data". BMC Biology 16:143 (2018) doi: 10.1186/s12915-018-0606-4.

python-neural-network icon python-neural-network

This is an efficient implementation of a fully connected neural network in NumPy. The network can be trained by a variety of learning algorithms: backpropagation, resilient backpropagation and scaled conjugate gradient learning. The network has been developed with PYPY in mind.

rlfit icon rlfit

Simple Matlab code to fit reinforcement learning models to choice data

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