F1-Score of different algorithms for TMD on SHL dataset.

<p>F1-Score of different algorithms for TMD on SHL dataset.</p>

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Bibliographic Details
Main Author:	Rui Li (4631) (author)
Other Authors:	Xueyi Song (21464680) (author), Yongliang Xie (21464683) (author)
Published:	2025
Subjects:	Medicine Biotechnology Science Policy Biological Sciences not elsewhere classified urban traffic improvements transportation mode detection stationary time variations stationary temporal dynamics richer feature representation nonlinear fitting capabilities memory resources difficult event distribution shifts employ learnable b discrete wavelet transform despite extensive research sensor time series two main modules separated trend data making lightweight deployment e ., dwt mobile devices become kan </ p two parts sensor technology mobile devices dwt modules xlink "> trained efficiently teacher model student model spline functions shl dataset power models multiple layers model consists linear kan limited computing less influenced knowledge distillation htc dataset gaining importance frequency part effectively mitigating dwt module challenges remain captures events
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