Abstract: Highlights•STSL is proposed for improving the accuracy of CDKWS in various speech scenarios.•STSL avoids negative transfer by actively selecting source samples for TL.•STSL aligns TL and active selection to learn a domain-invariant projection subspace.•STSL outperforms some transfer learning methods and no transfer learning methods.
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