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An enhanced social emotional recognition model using bidirectional gated recurrent unit and attention mechanism with advanced optimization algorithms.

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第一作者： Taghreed Ali,Alsudais

第一单位： Department of Teaching and Learning, College of Education and Human Development, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia.

作者： Taghreed Ali,Alsudais ^[1] ; Muhammad,Swaileh A Alzaidi ^[2] ; Majdy M,Eltahir ^[3] ; Mukhtar,Ghaleb ^[4] ; Hanan,Al Sultan ^[5] ; Abdulsamad Ebrahim,Yahya ^[6] ; Mohammed,Alshahrani ^[7] ; Mohammed Yahya,Alzahrani ^[8]

作者单位： Department of Teaching and Learning, College of Education and Human Development, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia. ^[1] Department of English Language, College of Language Sciences, King Saud University, P. O. Box 145111, Riyadh, Saudi Arabia. ^[2] Department of Information Systems, Applied College at Mahayil, King Khalid University, Mahayil, Saudi Arabia. ^[3] College of Computing and Information Technology, University of Bisha, Bisha, 61922, Saudi Arabia. ^[4] Department of English, College of Arts, King Faisal University, Hofuf, Al-Ahsa, Saudi Arabia. ^[5] Department of Information Technology, College of Computing and Information Technology, Northern Border University, Arar, Saudi Arabia. Abdulsamad.qasem@nbu.edu.sa. ^[6] Computer Department, Applied College, Najran University, Najran, 66462, Saudi Arabia. ^[7] Saudi Electronic University, Riyadh, Saudi Arabia. ^[8]

关键词 Deep learning Improved whale optimization algorithm Social emotional recognition Text Pre-Processing Word embedding

医学主题词人类(Humans);算法(Algorithms);情绪(Emotions);注意力(Attention);儿童(Child)

DOI 10.1038/s41598-025-15469-9

PMID 41271844

发布时间 2025-11-24

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准确一般字义偏差语意偏离译文作用小提交