Speech Feature Selection of Normal and Autistic children using Filter and Wrapper Approach

被引:0
|
作者
Akhtar, Muhammed Ali [1 ]
Ali, Syed Abbas [1 ]
Siddiqui, Maria Andleeb [2 ]
机构
[1] NED Univ Engn & Technol, Karachi, Pakistan
[2] NED Univ Engn & Technol, Software Engn Dept, Karachi, Pakistan
关键词
Correlation; Filter; Pitch; Reduced; Wrapper; DIMENSION REDUCTION;
D O I
10.22937/IJCSNS.2021.21.5.19
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Two feature selection approaches are analyzed in this study. First Approach used in this paper is Filter Approach which comprises of correlation technique. It provides two reduced feature sets using positive and negative correlation. Secondly Approach used in this paper is the wrapper approach which comprises of Sequential Forward Selection technique. The reduced feature set obtained by positive correlation results comprises of Rate of Acceleration, Intensity and Formant. The reduced feature set obtained by positive correlation results comprises of Rasta PLP, Log energy, Log power and Zero Crossing Rate. Pitch, Rate of Acceleration, Log Power, MFCC, LPCC is the reduced feature set yield as a result of Sequential Forwarding Selection.
引用
收藏
页码:129 / 132
页数:4
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