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Validated Methods for Synthesising Hearing Health Data for Machine Learning: A Comparative Study of KDE and VAE Approaches.

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Title: Validated Methods for Synthesising Hearing Health Data for Machine Learning: A Comparative Study of KDE and VAE Approaches.
Authors: Barrett, Liam1,2, l.barrett.16@ucl.ac.uk, Katiri, Roulla2,3, Ooi, Yuen Bing1,3, Moffitt, Isabella1, Schilder, Anne G. M.1,2,3, Mehta, Nishchay1,2,3
Source: Applied Sciences (2076-3417); Mar2026, Vol. 16 Issue 6, p2917, 26p
Database: Applied Science & Technology Source
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  Data: Validated Methods for Synthesising Hearing Health Data for Machine Learning: A Comparative Study of KDE and VAE Approaches.
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  Data: <searchLink fieldCode="JN" term="%22Applied+Sciences+%282076-3417%29%22">Applied Sciences (2076-3417)</searchLink>; Mar2026, Vol. 16 Issue 6, p2917, 26p
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        Value: 10.3390/app16062917
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      – Code: eng
        Text: English
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      – TitleFull: Validated Methods for Synthesising Hearing Health Data for Machine Learning: A Comparative Study of KDE and VAE Approaches.
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              Text: Mar2026
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              Y: 2026
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