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Feature Sorting Algorithm Based on XGBoost and MIC Combination Model Cover

Feature Sorting Algorithm Based on XGBoost and MIC Combination Model

International Journal of Advanced Network, Monitoring and Controls
Volume 6 (2021): Issue 4 (January 2021)
By: ,  ,   and    
Open Access
|May 2023
Figures & tables

Figures & Tables

Figure 1

Building decision tree

Figure 2

XGBoost algorithm flow

Figure 3

Experimental flow chart

Figure 4

Order of feature importance

Table I

Comparsion of R2 and RMSE values between XGBoost-MIC conbined model and single model.

MethodR2RMSE
composite pattern0.7598.705
XGBoost model0.7239.453
MIC model0.6898.994
DOI: https://doi.org/10.21307/ijanmc-2021-037 | Journal eISSN: 2470-8038
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Language: English
Page range: 79 - 88
Published on: May 21, 2023
Published by: Xi’an Technological University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Feature Sorting,
MIC Arithmetic,
Xgboost Arithmetic,
Combination Model
Related subjects:
Computer sciences,
Computer sciences, other

© 2023 Gao Xiang, Yu Jun, Hu Zhiyi, Hu Yuzhe, published by Xi’an Technological University
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Volume 6 (2021): Issue 4 (January 2021)
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