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Construction and optimization of personalized learning paths for English learners based on SSA-LSTM model

With the rapid development of big data and artificial intelligence technology, personalized learning has attracted significant attention in education. This study focuses on constructing and refining personalized learning paths for English learners by integrating the sparrow search algorithm (SSA) wi...

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Wedi'i Gadw mewn:
Prif Awdur: Yajing Sun
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Elsevier 2025-12-01
Cyfres:Systems and Soft Computing
Pynciau:
Personalized learning path
Sparrow search algorithm (SSA)
Long short-term memory (LSTM)
Hyperparameter optimization
Learning behavior prediction
Mynediad Ar-lein:http://www.sciencedirect.com/science/article/pii/S2772941925000365
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