NDLI: Fuzzy Clustering of Transient Evoked OtoAcoustic Emission Signals Using Gustafson Kessel Algorithm

Content Provider	IEEE Xplore Digital Library
Author	Naghibolhosseini, M. Jafari, A.H. Fazeli, S. Lucas, C.
Copyright Year	2008
Description	Author affiliation: Center of Excellence: Control & Intell. Process., Univ. of Tehran, Tehran (Naghibolhosseini, M.)
Abstract	Healthy ears reflect OtoAcoustic Emission (OAE) signals in response to acoustic stimuli that can be recorded in the external ear canal. We can use the existence of this signal to check the health condition of hearing. Early diagnosis and treatment of hearing abnormalities of infants can save them from losing their hearing. In this paper we use a dataset which consists of OAE signals of subjects with normal and abnormal hearing. First fundamental features which are responsible for the existence of OAE are extracted from unlabeled data, and then Gustafson Kessel clustering Algorithm is applied to the feature space to classify them in two clusters. After that we allocate each labeled data to these clusters based on their distance from cluster centers. Finally we label each cluster based on majority voting rule for their nearest neighbors which are labeled. The best result is 96.6% of accuracy that is achieved from executing the algorithm in 20 trials. Checking the health condition of hearing using OAE signals for experts usually is an error-prone diagnosis, thus to reach an accurate diagnosis, additional tests such as audiometry and tympanometry are commonly used. These tests are time consuming and costly. Reducing these disadvantages leads us to automate diagnosis as a supporting tool to help the experts.
Starting Page	531
Ending Page	534
File Size	181868
Page Count	4
File Format	PDF
ISBN	9781424417476
DOI	10.1109/ICBBE.2008.129
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-05-16
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Irrigation Pediatrics Voting Clustering algorithms Auditory system Ear Acoustic emission Data mining Testing Nearest neighbor searches
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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