Performance Analysis of Gender Clustering and Classification Algorithms
Journal Title: International Journal on Computer Science and Engineering - Year 2012, Vol 4, Issue 3
Abstract
In speech processing, gender clustering and classification plays a major role. In both gender clustering and classification, selecting the feature is an important process and the often utilized feature for gender clustering and classification in speech processing is pitch. The pitch value of a male speech differs much from that of a female speech. Normally, there is a considerable frequency value difference between the male and female speech. But, in some cases the frequency of male is almost equal to female or frequency of female is equal to male. In such situation, it is difficult to identify the exact gender. By considering this drawback, here three features namely; energy entropy, zero crossing rate and short time energy are used for identifying the gender. Gender clustering and classification of speech signal are estimated using the aforementioned three features. Here, the gender clustering is computed using Euclidean distance, Mahalanobis distance, Manhattan distance & Bhattacharyya distance method and the gender classification method is computed using combined fuzzy logic and neural network, neuro fuzzy and support vector machine and its performance are analyzed.
Authors and Affiliations
Dr. K. Meena , Dr. K. R. Subramaniam , M. Gomathy
Keywords
Related Articles
- EP ID EP145544
- DOI -
- Views 109
- Downloads 0
Design and Development of Result Tool for University and College Exam and it’s Performance Study
The result system tool is designed and developed for result sheet and mark sheet preparation with various report required at University level and College level. The system is useful for the exam department of the institu...
Adaptive Enhancement of routing protocol under CBR and TCP traffic source
The main objective of this article is to study and enhance on demand routing protocol under different traffic consideration so that our proposed routing protocol give an better result then other reactive and proactive ro...
E-LEARNING TECHNOLOGY FOR RURAL CHILD DEVELOPMENT
Abstract—21 st century is the century of Hi-Tech. Recently Hi-Tech is comprises with IT, ICT, BT and Nano-Technology. Today ICT (Information Communication Technology) is a unique technology which is used universally in a...
User Suggestions Extraction from customer Reviews
Customer review is a major criterion for the improvement of the quality of services rendered and enhancement of the deliverables. Blogs, articles and discussion forums, provide manufacturers or sellers with a good unders...
Knowledge Mining of Test Case System
The paper analyzes knowledge mining of the test case System. Widespread use of test case systems and explosive growth of databases require traditional manual data analysis to be coupled with methods for efficient compute...