Multisensory Concept Learning Framework Based on Spiking Neural Networks | |
Wang, Yuwei3,4; Zeng, Yi1,2,3,4 | |
刊名 | FRONTIERS IN SYSTEMS NEUROSCIENCE |
2022-05-12 | |
卷号 | 16页码:12 |
关键词 | concept learning multisensory spiking neural networks brain-inspired Independent Merge Associate Merge |
DOI | 10.3389/fnsys.2022.845177 |
通讯作者 | Zeng, Yi(yi.zeng@ia.ac.cn) |
英文摘要 | Concept learning highly depends on multisensory integration. In this study, we propose a multisensory concept learning framework based on brain-inspired spiking neural networks to create integrated vectors relying on the concept's perceptual strength of auditory, gustatory, haptic, olfactory, and visual. With different assumptions, two paradigms: Independent Merge (IM) and Associate Merge (AM) are designed in the framework. For testing, we employed eight distinct neural models and three multisensory representation datasets. The experiments show that integrated vectors are closer to human beings than the non-integrated ones. Furthermore, we systematically analyze the similarities and differences between IM and AM paradigms and validate the generality of our framework. |
WOS关键词 | MODALITY EXCLUSIVITY NORMS ; SIMPLE-MODEL ; INTEGRATION ; BRAIN ; SET |
WOS研究方向 | Neurosciences & Neurology |
语种 | 英语 |
出版者 | FRONTIERS MEDIA SA |
WOS记录号 | WOS:000800107100001 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/49545] |
专题 | 类脑智能研究中心_类脑认知计算 |
通讯作者 | Zeng, Yi |
作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab PatternRecognit, Beijing, Peoples R China 2.Chinese Acad Sci, Ctr Excellence BrainScience & Intelligence Technol, Shanghai, Peoples R China 3.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China 4.Chinese Acad Sci, Inst Automation, Res Ctr Brain inspired Intelligence, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Yuwei,Zeng, Yi. Multisensory Concept Learning Framework Based on Spiking Neural Networks[J]. FRONTIERS IN SYSTEMS NEUROSCIENCE,2022,16:12. |
APA | Wang, Yuwei,&Zeng, Yi.(2022).Multisensory Concept Learning Framework Based on Spiking Neural Networks.FRONTIERS IN SYSTEMS NEUROSCIENCE,16,12. |
MLA | Wang, Yuwei,et al."Multisensory Concept Learning Framework Based on Spiking Neural Networks".FRONTIERS IN SYSTEMS NEUROSCIENCE 16(2022):12. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论