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Title |
Speech Feature Selection of Normal and Autistic children using Filter and Wrapper Approach |
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Author |
Muhammed Ali Akhtar, Syed Abbas Ali, Maria Andleeb Siddiqui |
| Citation |
Vol. 21 No. 5 pp. 129-132 |
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Abstract |
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. |
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Keywords |
Correlation; Filter; Pitch; Reduced; Wrapper. |
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URL |
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Title |
Speech Feature Selection of Normal and Autistic children using Filter and Wrapper Approach |
|
Author |
Muhammed Ali Akhtar, Syed Abbas Ali, Maria Andleeb Siddiqui |
| Citation |
Vol. 21 No. 5 pp. 129-132 |
|
Abstract |
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. |
|
Keywords |
Correlation; Filter; Pitch; Reduced; Wrapper. |
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URL |
