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基于三支决策的增量标签传播算法 被引量:1
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作者 辛现伟 史春雷 +2 位作者 韩雨琦 薛占熬 宋继华 《计算机科学》 CSCD 北大核心 2021年第S02期102-105,146,共5页
三支决策(Three-Way Decision,3WD)作为一种新的粒计算方法,在处理不确定和不精确问题上具有独特的优势。针对标签传播算法(Label Propagation Algorithm,LPA)在节点更新过程中存在的较高随机不确定性和冗余性问题,提出了基于三支决策... 三支决策(Three-Way Decision,3WD)作为一种新的粒计算方法,在处理不确定和不精确问题上具有独特的优势。针对标签传播算法(Label Propagation Algorithm,LPA)在节点更新过程中存在的较高随机不确定性和冗余性问题,提出了基于三支决策的增量标签传播算法(3WD_ILPA)。首先,给出了邻接模糊信息测度的概念和计算方法,并用于生成任意两节点间的概率转移矩阵。然后,将三支决策融入节点的动态更新过程,并把迭代更新后准确率最高的节点逐步增量添加到下一循环过程,直至收敛。此外,给出了3WD_ILPA算法的详细流程。最后,在ABIDE数据集上进行孤独症(Autistic Spectrum Disorder,ASD)识别实验,与传统机器学习、深度学习和迁移学习等方法的对比结果表明,所提方法具有更高的准确率。 展开更多
关键词 三支决策 邻接模糊信息测度 增量 标签传播 asd识别
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A new approach to the diagnosis of deficits in processing faces: Potential application in autism research 被引量:2
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作者 WANG RuoSi LIU Ling LIU Jia 《Science China(Life Sciences)》 SCIE CAS CSCD 2015年第10期1024-1035,共12页
Deficits in social communication are one of the behavioral signatures of autism spectrum disorder(ASD). Because faces are arguably the most important social stimuli that we encounter in everyday life, investigating th... Deficits in social communication are one of the behavioral signatures of autism spectrum disorder(ASD). Because faces are arguably the most important social stimuli that we encounter in everyday life, investigating the ability of individuals with ASD to process faces is thought to be important for understanding the nature of ASD. However, although a considerable body of evidence suggests that ASD individuals show specific impairments in face processing, a significant number of studies argue otherwise. Through a literature review, we found that this controversy is largely attributable to the different face tests used across different studies. Therefore, a more reliable and valid face test is needed. To this end, we performed a meta-analysis on data gleaned from a variety of face tests conducted on individuals with developmental prosopagnosia(DP) who suffer a selective deficit in face processing. Based on this meta-analysis, we selected an old/new face recognition test that relies on face memory as a standard diagnostic test for measuring specific face processing deficits. This test not only reliably reflects DP individuals' subjective experiences with faces in their daily lives, but also effectively differentiates deficits in face processing from deficits caused by other general problems. In addition, DP individuals' performance in this test predicts their performance in a variety of face tests that examine specific components of face processing(e.g., holistic processing of faces). Finally, this test can be easily administrated and is not overly sensitive to prior knowledge. In summary, this test can be used to evaluate face-processing ability, and it helped to resolve the controversy whether individuals with ASD exhibit face-processing deficits. 展开更多
关键词 autism spectrum disorder developmental prosopagnosia face recognition face discrimination old/new face recognition test
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