ndag / TDA-and-Neuro
website of the CSE 5339 class on TDA and Neuroscience
☆10Updated 2 years ago
Related projects: ⓘ
- Notebooks from the workshop tutorial implementing and discussing a range of generative models commonly used in neuroscience.☆39Updated last year
- Exercises and examples for the latent dynamics workshop☆16Updated last year
- ☆22Updated 6 months ago
- Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portr…☆27Updated last month
- This reading list is centered around the practical application of linear dynamical systems models to predict neural data☆35Updated 2 years ago
- Supplementary code for the paper "Linking connectivity, dynamics and computations in low-rank recurrent neural networks" by F. Mastrogius…☆30Updated 6 years ago
- Animation of population dynamics following a Trefoil knot☆21Updated last year
- Neyman-Scott point process model to identify sequential firing patterns in high-dimensional spike trains☆62Updated last year
- ☆28Updated 2 years ago
- Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.☆21Updated this week
- ☆46Updated 2 years ago
- A TensorFlow 2.0 implementation of Latent Factor Analysis via Dynamical Systems (LFADS) and AutoLFADS.☆19Updated last year
- Code for "Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations"☆9Updated 3 years ago
- Convert biological neuronal networks to artificial recurrent neuronal networks☆19Updated 2 years ago
- Python package for automated bifurcation analysis and parameter continuations, based on Auto-07p.☆17Updated last month
- Model fitting toolbox for the Brian 2 simulator☆14Updated 11 months ago
- Estimation, analysis and decomposition of brainwave spatiotemporal dynamics☆27Updated 3 years ago
- Pytorch implementation of LFADS for demo at CAN workshop☆19Updated 4 years ago
- Utilities for formatting matplotlib figures☆27Updated 2 years ago
- A dimensionality reduction framework for characterizing the multi-dimensional, concurrent flow of signals across multiple neuronal popula…☆10Updated 10 months ago
- Code for Galgali et al, 2023☆10Updated last year
- A very simple and barebones tensor decomposition library for CP decomposition a.k.a. PARAFAC a.k.a. TCA☆31Updated 11 months ago
- Library to perform Slice Tensor Component Analysis (sliceTCA)☆32Updated 4 months ago
- ☆19Updated 3 months ago
- ☆17Updated 5 months ago
- ☆21Updated 4 years ago
- Code accompanying Inferring stochastic low-rank RNNs from neural data. @matthijspals☆11Updated last month
- The framework for inferring Langevin dynamics from spike data☆27Updated last year
- GLMCC: The generalized linear model for spike cross-correlation (Kobayashi et al., Nature Communications, 2019)☆33Updated 2 years ago
- Matlab exercises with solutions to implement and visualise concepts from Sara Solla's talk on World Wide Neuro (Apr 29, 2020)☆19Updated 3 years ago