Hierarchical Boosting Dual-Stage Feature Reduction Ensemble Model for Parkinson’s Disease Speech Data

As a neurodegenerative disease, Parkinson’s disease (PD) is hard to identify at the early stage, while using speech data to build a machine learning diagnosis model has proved effective in its early diagnosis. However, speech data show high degrees of redundancy, repetition, and unnecessary noise, w...

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Bibliographic Details

Published in:	Diagnostics
Main Authors:	Mingyao Yang, Jie Ma, Pin Wang, Zhiyong Huang, Yongming Li, He Liu, Zeeshan Hameed
Format:	Article
Language:	English
Published:	MDPI AG 2021-12-01
Subjects:	Parkinson’s disease hierarchy space instance learning mechanism dual-stage feature reduction pair ensemble learning
Online Access:	https://www.mdpi.com/2075-4418/11/12/2312