Ancient Chinese pavilion refers to the building called "pavilion" before the Republic of China. It is a traditional building with Chinese characteristics. Ancient Chinese pavilion is not only the classical a...Ancient Chinese pavilion refers to the building called "pavilion" before the Republic of China. It is a traditional building with Chinese characteristics. Ancient Chinese pavilion is not only the classical architecture in Chinese landscape architecture, but also the symbolic literary image in the history of Chinese literature. The related research on ancient Chinese pavilion in the field of architecture is mainly carried out from the aspects of architectural modeling, structure construction, spatial mood, etc. and there is little research on the function evolution of ancient Chinese pavilion. Based on the perspective of literature and history, this paper studied the original function and evolution history of ancient pavilion in China from the perspectives of philology, history and literature.展开更多
功能磁共振成像(functional Magnetic Resonance Imaging,fMRI)研究面临的主要挑战之一是不同被试者fMRI数据的异质性。一方面,多被试数据分析对于确定所生成结果跨被试的通用性和有效性至关重要。另一方面,分析多被试者fMRI数据需要在...功能磁共振成像(functional Magnetic Resonance Imaging,fMRI)研究面临的主要挑战之一是不同被试者fMRI数据的异质性。一方面,多被试数据分析对于确定所生成结果跨被试的通用性和有效性至关重要。另一方面,分析多被试者fMRI数据需要在不同被试者的神经活动之间进行准确的解剖和功能校准,以提升最终结果的性能。然而,现有大多数功能校准研究都采用浅层模型来处理多被试者间的复杂关系,这严重束缚了多被试信息的建模能力。为此,提出了一种基于多视图自编码器的功能校准(Multi-view Auto-encoder Functional Alignment,MAFA)方法。具体地,该方法通过重构不同被试者的响应空间来学习节点嵌入,捕获不同被试者之间共享的特征表示,从而创建一个公共的响应空间。此外,通过引入自训练聚类目标,利用高置信度节点作为软标签来监督图聚类过程。在4个数据集上的实验结果表明,相比其他多被试者脑影像功能校准方法,所提方法在解码精度方面取得了最佳效果。展开更多
文摘Ancient Chinese pavilion refers to the building called "pavilion" before the Republic of China. It is a traditional building with Chinese characteristics. Ancient Chinese pavilion is not only the classical architecture in Chinese landscape architecture, but also the symbolic literary image in the history of Chinese literature. The related research on ancient Chinese pavilion in the field of architecture is mainly carried out from the aspects of architectural modeling, structure construction, spatial mood, etc. and there is little research on the function evolution of ancient Chinese pavilion. Based on the perspective of literature and history, this paper studied the original function and evolution history of ancient pavilion in China from the perspectives of philology, history and literature.