Word Recognition Clinical Testing of Personalized Deep Reinforcement Learning Compression

Akbarzadeh, Sara; Alamdari, Nasim; Campbell, C.L.; Lobariñas, Edward; Kehtarnavaz, Nasser

doi:10.1109/dcas51144.2020.9330640

2020 IEEE 14th Dallas Circuits and Systems Conference (DCAS) 2020

DOI: 10.1109/dcas51144.2020.9330640

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Word Recognition Clinical Testing of Personalized Deep Reinforcement Learning Compression

Sara Akbarzadeh

Nasim Alamdari

C.L. Campbell

et al.

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2022

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Personalization of Hearing Aid Fitting Based on Adaptive Dynamic Range Optimization

Akbarzadeh

Lobariñas

et al. 2022

Sensors

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Adaptive dynamic range optimization (ADRO) is a hearing aid fitting rationale which involves adjusting the gains in a number of frequency bands by using a series of rules. The rules reflect the comparison of the estimated percentile occurrences of the sound levels with the audibility and comfort hearing levels of a person suffering from hearing loss. In the study reported in this paper, a previously developed machine learning method was utilized to personalize the ADRO fitting in order to provide an improved hearing experience as compared to the standard ADRO hearing aid fitting. The personalization was carried out based on the user preference model within the framework of maximum likelihood inverse reinforcement learning. The testing of ten subjects with hearing loss was conducted, which indicated that the personalized ADRO was preferred over the standard ADRO on average by about 10 times. Furthermore, a word recognition experiment was conducted, which showed that the personalized ADRO had no adverse impact on speech understanding as compared to the standard ADRO.

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Personalization of Hearing Aid Fitting Based on Adaptive Dynamic Range Optimization

Akbarzadeh

Lobariñas

et al. 2022

Sensors

View full text Add to dashboard Cite

show abstract

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Word Recognition Clinical Testing of Personalized Deep Reinforcement Learning Compression

Cited by 1 publication

References 4 publications

Personalization of Hearing Aid Fitting Based on Adaptive Dynamic Range Optimization

Personalization of Hearing Aid Fitting Based on Adaptive Dynamic Range Optimization

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