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Comparison of Multidimensional MFCC Feature Vectors for Objective Assessment of Stuttered Disfluencies


Affiliations
1 Dept of I.S.E, Ghousia College of Engineering, Ramanagaram, Bangalore, India
 

The objective approach has an advantage over the manual, which provides consistence measurement required for assessment of stuttered speech. The number of dimensions (multi dimension) plays a key role in objective assessment of stuttering. The purpose of this paper is to analyze the multidimensional MFCC features and identify which dimensional provides better accuracy. In our work 10 samples in the age group of 25-30 years were collected. In which 80% were used for training and remaining 20% for testing. The MFCC features of 12, 13, 26 and 39 dimensional MFCC are compared and it is found that 39 dimensional MFCC are better for assessment of stuttered speech objectively, with 84.58% accuracy.

Keywords

Assessment, Multidimensional, Objective, Stuttered Speech.
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  • Comparison of Multidimensional MFCC Feature Vectors for Objective Assessment of Stuttered Disfluencies

Abstract Views: 126  |  PDF Views: 0

Authors

K. M. Ravi Kumar
Dept of I.S.E, Ghousia College of Engineering, Ramanagaram, Bangalore, India
S. Ganesan
Dept of I.S.E, Ghousia College of Engineering, Ramanagaram, Bangalore, India

Abstract


The objective approach has an advantage over the manual, which provides consistence measurement required for assessment of stuttered speech. The number of dimensions (multi dimension) plays a key role in objective assessment of stuttering. The purpose of this paper is to analyze the multidimensional MFCC features and identify which dimensional provides better accuracy. In our work 10 samples in the age group of 25-30 years were collected. In which 80% were used for training and remaining 20% for testing. The MFCC features of 12, 13, 26 and 39 dimensional MFCC are compared and it is found that 39 dimensional MFCC are better for assessment of stuttered speech objectively, with 84.58% accuracy.

Keywords


Assessment, Multidimensional, Objective, Stuttered Speech.