Prediction model and demonstration of regional agricultural carbon emissions based on PCA-GS-KNN: a case study of Zhejiang province, China

The paper proposes a prediction algorithm that is composed with principal component analysis (PCA), grid search (GS) and K-nearest neighbours (KNN). Firstly, in order to solve the problem of multicollinearity in multiple regression, principal component analysis is used to select the principal compon...

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Bibliographic Details
Main Authors: Yanwei Qi, Huailiang Liu, Jianbo Zhao, Xinghua Xia
Format: Article
Language:English
Published: IOP Publishing 2023-01-01
Series:Environmental Research Communications
Subjects:
Online Access:https://doi.org/10.1088/2515-7620/acd0f7