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neural dynamic's Projects

betatools icon betatools

Code that enables investigation of beta oscillations in neural data

books icon books

Source code for 100+ books, kept here for quick reference

cdml-neurips2020 icon cdml-neurips2020

This repository captures source code and data sets for our paper at the Causal Discovery & Causality-Inspired Machine Learning Workshop at Neural Information Processing Systems (NeurIPS) 2020.

ckbs icon ckbs

Constrained Kalman-Bucy Smoothing

dataanabook icon dataanabook

MatLab code for Srpinger book 'Advanced Data Analysis in Neuroscience'

dmdlab icon dmdlab

Dynamic Mode Decomposition in Python

f-svar icon f-svar

Estimating dynamic connectivity states in neuroimaging data using regime-switching factor models

fastrpca icon fastrpca

Matlab code for all variants of robust PCA and SPCP

fsstn icon fsstn

High-Order Synchrosqueezing Transform for Multicomponent Signals Analysis

gemma icon gemma

Genome-wide Efficient Mixed Model Association

ipsolve icon ipsolve

Interior point solver for PLQ densities

kalman-jax icon kalman-jax

Approximate inference for Markov Gaussian processes using iterated Kalman smoothing, in JAX

lmeminr icon lmeminr

materials for Linear Mixed Effect Modeling workshop

localization-in-wireless-sensor-networks-evaluation-and-comparison-of-the-optimization-methods icon localization-in-wireless-sensor-networks-evaluation-and-comparison-of-the-optimization-methods

Sensor localization is a main component in any problem related to wireless sensor networks. The knowledge of sensor locations plays a major role in energy optimization, communication protocol designs and data analysis of wireless sensor networks. In this thesis we aim at gathering many of the algorithms introduced recently in the literature for sensor localization and categorize them in several meaningful categories. We also study a particularly interesting optimization framework for finding the location of the sensors using their mutual distances. We introduce the use of simulated annealing based methods for sensor localization as a minimizer of any defined cost function for this purpose. Our simulation results confirm the usefulness of these approaches in practical setups.

manopt icon manopt

Manopt, a Matlab toolbox for optimization on manifolds

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