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Decoding nature’s melody: significance and challenges of machine learning in assessing bird diversity via soundscape analysis.

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Title: Decoding nature’s melody: significance and challenges of machine learning in assessing bird diversity via soundscape analysis.
Authors: Xie, Jiangjian1, shyneforce@bjfu.edu.cn, Xie, Shanshan1, xieshanshan@bjfu.edu.cn, Liu, Yang2, liuy353@mail.sysu.edu.cn, Jing, Xin3, go73pan@mytum.de, Zhu, Mengkun1, AWUche45@bjfu.edu.cn, Xie, Linlin1, xielinlin123@bjfu.edu.cn, Zhang, Junguo1, zhangjunguo@bjfu.edu.cn, Qian, Kun4, qian@bit.edu.cn, Schuller, Björn W.3,5, schuller@ieee.org
Source: Artificial Intelligence Review; Jan2026, Vol. 59 Issue 1, p1-35, 35p
Database: Applied Science & Technology Source
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  Data: Decoding nature’s melody: significance and challenges of machine learning in assessing bird diversity via soundscape analysis.
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  Data: <searchLink fieldCode="AU" term="%22Xie%2C+Jiangjian%22">Xie, Jiangjian</searchLink><relatesTo>1</relatesTo>, <i>shyneforce@bjfu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Xie%2C+Shanshan%22">Xie, Shanshan</searchLink><relatesTo>1</relatesTo>, <i>xieshanshan@bjfu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Liu%2C+Yang%22">Liu, Yang</searchLink><relatesTo>2</relatesTo>, <i>liuy353@mail.sysu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Jing%2C+Xin%22">Jing, Xin</searchLink><relatesTo>3</relatesTo>, <i>go73pan@mytum.de</i><br /><searchLink fieldCode="AU" term="%22Zhu%2C+Mengkun%22">Zhu, Mengkun</searchLink><relatesTo>1</relatesTo>, <i>AWUche45@bjfu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Xie%2C+Linlin%22">Xie, Linlin</searchLink><relatesTo>1</relatesTo>, <i>xielinlin123@bjfu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Junguo%22">Zhang, Junguo</searchLink><relatesTo>1</relatesTo>, <i>zhangjunguo@bjfu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Qian%2C+Kun%22">Qian, Kun</searchLink><relatesTo>4</relatesTo>, <i>qian@bit.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Schuller%2C+Björn+W%2E%22">Schuller, Björn W.</searchLink><relatesTo>3,5</relatesTo>, <i>schuller@ieee.org</i>
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  Data: <searchLink fieldCode="JN" term="%22Artificial+Intelligence+Review%22">Artificial Intelligence Review</searchLink>; Jan2026, Vol. 59 Issue 1, p1-35, 35p
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        Value: 10.1007/s10462-025-11414-4
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              Text: Jan2026
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