Nancy0414's repositories

Statistical-Learning-Method_Code

手写实现李航《统计学习方法》书中全部算法

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Code-SBLEST

Matlab code for SBLEST algorithm

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pytorch-classification-uncertainty

This repo contains a PyTorch implementation of the paper: "Evidential Deep Learning to Quantify Classification Uncertainty"

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memmpy

Software Package for the Maximum Entropy on the Mean (MEM) Method

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deep-image-prior

Image restoration with neural networks but without learning.

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PyTorch-BayesianCNN

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

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SDENet-UQ-ESL

SDENet as Uncertainty Quantification Method for EEG Source Localization

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ElectrophysiologyData

A list of openly available datasets in (mostly human) electrophysiology.

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esinet

EEG inverse solution with artificial neural networks. This package works with MNE-Python data structures for easy integration into your MNE-based M/EEG code

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ISTA-Net-PyTorch

ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing, CVPR2018 (PyTorch Code)

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cmne

Contextual Minimum-Norm Estimates (CMNE): A Deep Learning Method for Source Estimation in Neuronal Networks

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ds003505

VEPCON datasets

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TDBRAIN

Code used in the paper The Two Decades Brainclinics Research Archive for Insights in Neurophysiology (TDBRAIN) database

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bayesian-coresets-optimization

Bayesian Coresets Construction with Accelerated Iterative Hard Thresholding (A-IHT).

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FAST-IRES

An Electromagnetic Source Imaging Algorithm for Estimating Extended Brain Sources and Large-scale Networks

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ds003474

EEG: Probabilistic Selection and Depression

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ds003478

EEG: Depression rest

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ERBCPSI

The code for "EEG-based Emotion Recognition Using Convolutional Neural Network with Functional Connections"

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distribution-is-all-you-need

The basic distribution probability Tutorial for Deep Learning Researchers

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Deep-Unfolding-Weighted-L1-Minimization

An implement of paper " Deep Unfolding with Weighted ℓ1 Minimization for Compressive Sensing"

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compsensing_dip

Compressed sensing with deep image prior algorithm

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RoBO

RoBO: a Robust Bayesian Optimization framework

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ELM-pytorch

Extreme Learning Machine implemented in Pytorch

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sista-rnn

Code for a recurrent neural network (RNN) created by unfolding the sequential ISTA (SISTA) algorithm for sequential sparse coding

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