ica

There are 1 repository under ica topic.

JuliaStats / MultivariateStats.jl
A Julia package for multivariate statistics and data analysis (e.g. dimension reduction)
julia multivariate-statistics dimensionality-reduction ica lda mds pca statistics regression cca isotonic-regression linear-regression ols-regression ridge-regression
Language:Julia 370
maartenmennes / ICA-AROMA
ICA-AROMA Software Package: a data-driven method to identify and remove head motion-related artefacts from functional MRI data.
python ica fsl data-driven neuroimaging artefacts removal
Language:Python 86
mne-tools / mne-icalabel
Automatic labeling of ICA components in Python.
eeg ica neuroscience python
Language:Python 84
trendscenter / gift
Group ICA/IVA software (MATLAB)
ica iva fmri eeg smri matlab gifttoolbox nifti-gz nifti-2 nifti-1 analyze pca group-pca group-analysis
Language:MATLAB 63
sccn / ICLabel
Automatic EEG IC classification plugin for EEGLAB
classification eeg eeglab ica matconvnet matlab
Language:MATLAB 50
ilkhem / iVAE
VAEs and nonlinear ICA: a unifying framework
vae ica
Language:Python 24
RicardoDominguez / EEG-analysis
Process and analyse EEG brain signals using EEGlab
matlab eeg eeglab ica
Language:MATLAB 24
rpatrik96 / ima-vae
This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).
pytorch vae independent-component-analysis pytorch-lightning variational-autoencoder variational-inference disentanglement dsprites ica wandb
Language:Jupyter Notebook 22
karnigili / Computational-Neuroscience
Using computational tools to explore the networks underlying cognitive neuroscience
fmri fmri-preprocessing fmri-analysis lstm ica tutorial-code
Language:Jupyter Notebook 21
trendscenter / fit
Fusion ICA Toolbox (MATLAB)
ica pca cca mcca iva parallel-ica multi-modality matlab fmri gene eeg analysis joint-ica
Language:MATLAB 21
kayoyin / signal-processing
Repository that gathers code for signal processing
signal-processing pca ica nmf source-separation dimensionality-reduction machine-learning data-processing
Language:Python 19
ncaptier / stabilized-ica
This repository proposes a python implementation of a stabilized ICA algorithm
mutual-nearest-neighbors ica stabilization transcriptomics
Language:Python 19
olafdimigen / OPTICAT
Create optimized ICA training (OPTICAT) data for EEG data recorded during free viewing (Dimigen, 2020, NeuroImage)
ica eeg eye-tracking free-viewing independent-component-analysis ocular-artifact eye-movements artifacts filtering reading
Language:MATLAB 19
voax / quizzer
🍻 A pub quiz web application built using the MERN stack with websockets for near real-time quiz action
mongo express reactjs nodejs mern-stack websocket redux immer quizzer pub-quiz party-game quiz-game han ica aim dwa
Language:JavaScript 19
AGhaderi / MNE-Preprocessing
MNE-preprocessing is a python repository to reduce artifacts based on basic and unanimous approaches step by step from electroencephalographic (EEG) raw data.
eeg preprocessing python mne-python mne independent-component-analysis mne-preprocessing eeg-preprocessing ica erp event-related-potentials signal
Language:Jupyter Notebook 16
esra-polat / rPPG-heart-rate-estimation-traditional-method
rppg matlab chrom green ica pos iphys
Language:MATLAB 16
Neurita / pypes
Reusable neuroimaging pipelines using nipype
nipype neuroimaging preprocessing pet fmri dti ica plotting
Language:Python 16
shimo-lab / Universal-Geometry-with-ICA
Discovering Universal Geometry in Embeddings with ICA
cross-lingual embeddings ica independent-component-analysis interpretability pca principal-component-analysis whitening isotropy emnlp emnlp2023
Language:Python 15
kashefy / mi2notes
My notes for Prof. Klaus Obermayer's "Machine Intelligence 2 - Unsupervised Learning" course at the TU Berlin
pca hmm expectation-maximization ica som mixture-model density-estimation kde kernel-pca clustering lle
Language:TeX 14
Vasu7052 / Blind-Source-Seperation
A python based Machine Learning project that separates two sounds intermixed.
python blind-source-separation machine-learning machine-learning-algorithms unsupervised-learning pca ica deep-learning audio
Language:Python 14
marcromani / cocktail
A blind source separation package using non-negative matrix factorization and non-negative ICA
python blind-source-separation source-separation bss independent-component-analysis ica non-negative-matrix-factorization nmf-decomposition nmf principal-component-analysis pca-analysis pca
Language:Python 13
rpatrik96 / nl-causal-representations
This is the code for the paper Jacobian-based Causal Discovery with Nonlinear ICA, demonstrating how identifiable representations (particularly, with Nonlinear ICA) can be used to extract the causal graph from an underlying structural equation model (SEM).
causal-discovery causal-discovery-methods causal-inference causality deep-learning deep-neural-networks deeplearning ica independent-component-analysis machine-learning structural-causal-model
Language:Python 13
EnayatAria / ICA-based-band-selection-HSI
Independent component analysis for dimensionality reduction of hyperspectral images
ica hyperspectral-images independent-component-analysis band-selection
Language:Python 12
electroCUDA
kevmtan / electroCUDA
Robust electrophysiology tools with GPU acceleration
electrophysiology ieeg seeg eeg eeg-analysis eeg-classification eeg-components eeg-pipeline eeg-preprocessing eeg-signals eeg-signals-classification eeg-signals-processing eeg-statistics ica intracranial-eeg meg neuroscience neuroscience-methods neurosurgery signal-processing
Language:Cuda 12
lucapton / ICLabel-Dataset
Dataset for training EEG IC classifiers.
eeg ica ics dataset training-dataset iclabel-dataset labels
Language:Python 12
petabi / petal-decomposition
Matrix decomposition algorithms including PCA (principal component analysis) and ICA (independent component analysis)
decomposition dimensionality-reduction ica matrix pca
Language:Rust 12
DouweHorsthuis / EEG_to_ERP_pipeline_stats_R
General pipeline used for analyzing EEG data where Raw EEG data gets transformed into ERPS and Stats are done in R (Mixed effects models)
eeg erp ica cleaning-dataset eeg-preprocessing eeg-analysis biosemi eeglab erps pipeline ic-components epochs r statistics mixed-effects-models neuroscience eeg-pipeline
Language:MATLAB 11
Alan-D-Chen / PCA_ICA_DEMO
Demo for PCA(Principal Component Analysis) & ICA(Independent Component Analysis) in data analysis in Python and image separation written in MATLAB
python3 pca ica pycharm independent-component-analysis principal-component-analysis data-analysis
Language:Python 9
seby-sbirna / Cognitive-Modeling
This repository contains the collection of Cognitive Science computation modeling projects made for the DTU Human-Centered AI course 02458: Cognitive Modeling
cognitive-models cognitive-science cognitive-neuroscience cognitive-modeling bayesian-models visual-perception face-perception signal-detection-theory pca ica psychometrics psychophysics matlab python jupyter-notebook human-centered-data-science dtu
Language:Jupyter Notebook 9
tcd-ai-group-project
tulsyanp / tcd-ai-group-project
Face Recognition with SVM classifier using PCA, ICA, NMF, LDA reduced face vectors
artificial-intelligence pca ica nmf face-recognition svm-classifier svc principal-component-analysis independent-component-analysis nonnegative-matrix-factorization lda linear-discriminant-analysis python sklearn lfw-dataset labelled-faces eigenfaces decomposition dimensionality-reduction fisherfaces
Language:Python 9
kevmtan / EEG-ICA-pipeline
ICA preprocessing & source localization for EEG. Please read wiki for detailed info:
eeg ica source-localization preprocessing
Language:MATLAB 8
Project-Automotive-Control-using-Surface-Electromyography
TRAN-Gia-Quoc-Bao / Project-Automotive-Control-using-Surface-Electromyography
My work during the research internship "Automotive Control using Surface Electromyography" at The University of Tokyo, Jun.-Sep. 2020
adas semg lstm-neural-network signal-processing deep-learning ica knn-classification
Language:MATLAB 8
efsierraa / Pywptemd
Class to filter EEG artifacts using WPT, ICA and EMD
emd wpt ica filter artifacts eeg
Language:Python 7
ML-D00M / ISC-Inter-Subject-Correlations
Inter-Subject Correlations (ISC) technique for analyzing neural data (EEG and MEG)
isc eeg visualization spatial-filters brain-imaging brain statistics ica
Language:MATLAB 7
dennisgranasen / ha-ica-todo
ICA integration for Home assistant
ica shopping-list todolist
Language:Python 6
ME-ICA / rica
Rica (Reports for ICA) provides an app to visualize ICA components and perform manual classification in an interactive way
ica manual-classification
Language:JavaScript 6

ica

JuliaStats / MultivariateStats.jl

maartenmennes / ICA-AROMA

mne-tools / mne-icalabel

trendscenter / gift

sccn / ICLabel

ilkhem / iVAE

RicardoDominguez / EEG-analysis

rpatrik96 / ima-vae

karnigili / Computational-Neuroscience

trendscenter / fit

kayoyin / signal-processing

ncaptier / stabilized-ica

olafdimigen / OPTICAT

voax / quizzer

AGhaderi / MNE-Preprocessing

esra-polat / rPPG-heart-rate-estimation-traditional-method

Neurita / pypes

shimo-lab / Universal-Geometry-with-ICA

kashefy / mi2notes

Vasu7052 / Blind-Source-Seperation

marcromani / cocktail

rpatrik96 / nl-causal-representations

EnayatAria / ICA-based-band-selection-HSI

kevmtan / electroCUDA

lucapton / ICLabel-Dataset

petabi / petal-decomposition

DouweHorsthuis / EEG_to_ERP_pipeline_stats_R

Alan-D-Chen / PCA_ICA_DEMO

seby-sbirna / Cognitive-Modeling

tulsyanp / tcd-ai-group-project

kevmtan / EEG-ICA-pipeline

TRAN-Gia-Quoc-Bao / Project-Automotive-Control-using-Surface-Electromyography

efsierraa / Pywptemd

ML-D00M / ISC-Inter-Subject-Correlations

dennisgranasen / ha-ica-todo

ME-ICA / rica