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WaveletML (version 0.1.0)

Wavelet Decomposition Based Hybrid Machine Learning Models

Description

Wavelet decomposes a series into multiple sub series called detailed and smooth components which helps to capture volatility at multi resolution level by various models. Two hybrid Machine Learning (ML) models (Artificial Neural Network and Support Vector Regression have been used) have been developed in combination with stochastic models, feature selection, and optimization algorithms for prediction of the data. The algorithms have been developed following Paul and Garai (2021) .

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Version

Install

install.packages('WaveletML')

Monthly Downloads

126

Version

0.1.0

License

GPL-3

Maintainer

Mr. Sandip Garai

Last Published

April 5th, 2023

Functions in WaveletML (0.1.0)

warigas

Wavelet Decomposition-Based ARIMA-GARCH-SVR Hybrid Modeling
warigaan

Wavelet Decomposition-Based ARIMA-GARCH-ANN Hybrid Modeling