Title :
Expediting the Identification of Impaired Cochlear Implant Acoustic Model Channels Through Confusion Matrix Analysis
Author :
Remus, Jeremiah J. ; Collins, Leslie M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Duke Univ., Durham, NC
Abstract :
Psychophysical studies with cochlear implant patients have demonstrated performance variability across the electrode array, in some cases with electrodes displaying quite anomalous behavior. Aberrant cochlear implant channels have been linked to reduced speech recognition ability and poor transmission of auditory information. However, psychophysical tests to completely assess all psychophysical metrics and detect impaired electrodes are time consuming. This study proposes using the confusion matrices from closed response set listening tests to identify impaired electrodes. A listening experiment was performed in which normal-hearing subjects identified vowel and consonant tokens processed with an impaired cochlear implant acoustic model. Two methods of analyzing the vowel and consonant confusion matrices to identify the impaired acoustic model channels are considered. The performance of the two analysis methods motivates further study of the uses of relatively simple listening tests to provide information that can expedite larger scale testing of psychophysical metrics and impaired electrodes
Keywords :
acoustic signal processing; biomedical electrodes; ear; hearing; medical signal processing; prosthetics; speech recognition; cochlear implant patients; confusion matrix analysis; electrode array; impaired electrodes; impaired implant acoustic model channels; performance variability; poor auditory information transmission; psychophysical metrics; reduced speech recognition ability; Acoustic arrays; Acoustic signal detection; Acoustic testing; Auditory implants; Cochlear implants; Electrodes; Information analysis; Performance analysis; Psychology; Speech recognition;
Conference_Titel :
Neural Engineering, 2005. Conference Proceedings. 2nd International IEEE EMBS Conference on
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-8710-4
DOI :
10.1109/CNE.2005.1419648