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PEIXUN's Projects

learn-wavelets icon learn-wavelets

Jupyter notebooks to keep my learning notes about wavelet theory

line icon line

TensorFlow implementation of paper "LINE: Large-scale Information Network Embedding" by Jian Tang, et al.

line-test icon line-test

LINE: Large-scale information network embedding

linear-tree icon linear-tree

A python library to build Model Trees with Linear Models at the leaves.

master-thesis icon master-thesis

In my thesis I want to investigate the effectiveness of different manifold manipulation techniques on the performance of transformer based time series forecasting methods. Transformer models can work with time series , however, those sequence-to-sequence models rely on neural attention between timesteps, which allows for temporal learning but fails

mdgcn icon mdgcn

Multiscale Dynamic Graph Convolutional Network for hyperspectral image classification

mdpc icon mdpc

code of MDPC (Density Peak Clustering using global and local consistency adjustable manifold distance,Information Sciences, 2021 )

minisom icon minisom

:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

ml-visuals icon ml-visuals

🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.

orion icon orion

A machine learning library for detecting anomalies in signals.

pycopent icon pycopent

Estimating Copula Entropy (Mutual Information) and Transfer Entropy (Conditional Independence) in Python

scgae icon scgae

single-cell graph autoencoder

scmgca icon scmgca

"Topological Identification and Interpretation for Single-cell Gene Regulation Elucidation across Multiple Platforms using scMGCA" in Nature Communications 2023

sdg icon sdg

Sequence Distance Graph framework: graph + reads + mapping + analysis

shap-hypetune icon shap-hypetune

A python package for simultaneous Hyperparameters Tuning and Features Selection for Gradient Boosting Models.

smallvis icon smallvis

R package for dimensionality reduction of small datasets

som-tsp icon som-tsp

Solving the Traveling Salesman Problem using Self-Organizing Maps

sp500-stock-similarity-time-series icon sp500-stock-similarity-time-series

Improve S&P 500 stock price prediction (random forest and gradient boosting trees) with time series similarity measurements: DTW, SAX, co-integration, Euclidean and Pearson.

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