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ppjh123's Projects

autoformer icon autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

ceemdan icon ceemdan

A MATLAB package for CEEMDAN (Complete Ensemble Empirical Mode Decomposition with Adaptive Noise)

dlinear icon dlinear

This is an official implementation for "Are Transformers Effective for Time Series Forecasting?"

dsatools icon dsatools

Digital signal analysis library for python. The library includes such methods of the signal analysis, signal processing and signal parameter estimation as ARMA-based techniques; subspace-based techniques; matrix-pencil-based methods; singular-spectrum analysis (SSA); dynamic-mode decomposition (DMD); empirical mode decomposition; variational mod

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

lstm icon lstm

基于LSTM神经网络的时间序列预测

rstl icon rstl

A Python port of R's stl function

scinet icon scinet

The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“.

shap icon shap

A game theoretic approach to explain the output of any machine learning model.

sp_lib icon sp_lib

Signal processing method and algorithm library

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