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从大数据到大知识 被引量:3
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作者 陆汝钤 《重庆邮电大学学报(自然科学版)》 CSCD 北大核心 2022年第6期921-928,共8页
从大数据获取大知识是未来人工智能要解决的重要科学问题。本文从大数据(BD)概念诞生谈起,回顾了大数据知识工程(BDKE)的提出和大知识概念的出现。然后从(1)大知识(BK)、大知识系统(BKS)、大知识工程(BKE)等概念的基本定义、(2)大知识... 从大数据获取大知识是未来人工智能要解决的重要科学问题。本文从大数据(BD)概念诞生谈起,回顾了大数据知识工程(BDKE)的提出和大知识概念的出现。然后从(1)大知识(BK)、大知识系统(BKS)、大知识工程(BKE)等概念的基本定义、(2)大知识规模及其演化、(3)大知识建模、(4)大知识计算、(5)大知识支撑平台、(6)大知识编程语言等六个视角对大知识进行了探讨。最后给出了有关未来研究方向的想法。 展开更多
关键词 大数据 大知识 大数据知识工程 大知识系统 人工智能
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Mutants only Partially Represent Characteristics of Calcium-ReleaseActivated Calcium Channel Gating 被引量:1
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作者 Jun Huo Ben-zhuo Lu Hao Dong 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2021年第6期915-924,I0005,共11页
Calcium-release-activated calcium(CARC)channels are one of the major pathways of calcium entry in non-excitable cells.Despite a decade or two of research,its regulatory mechanism is not yet thoroughly understood.The s... Calcium-release-activated calcium(CARC)channels are one of the major pathways of calcium entry in non-excitable cells.Despite a decade or two of research,its regulatory mechanism is not yet thoroughly understood.The slow progress is due to the complexity of its pores(i.e.,Orai)on one hand and the difficulty in capturing its regulatory complex on the other hand.As a result,possible gating mechanisms have often been speculated by exploring the structure and properties of constitutive open mutants.However,there is much debate about how they can truly reflect the gating of CRAC channels under physiological conditions.In the present study,we combined molecular dynamics simulations with free energy calculations to study three dOrai mutants(G170P,H206A,and P288A),and further calculated their current-voltage curves.Results show that these constructs adopt different approaches to maintain their conductive state.Meanwhile they have unique pore structures and distinctive rectification properties and ion selectivity for cations compared to wild-type pores.We conclude that although the mutants may partially capture the gating motion characteristics of wild-type pores,the information obtained from these mutants is likely not a true reflection of CRAC channel gating under physiological conditions. 展开更多
关键词 Calcium-release-activated calcium channel Gating mechanism Molecular dynamics simulations MUTANT Free energy profile
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Conditional Kernel Covariance and Correlation
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作者 BAI Qianxue SHI Yuke +1 位作者 YANG Qing LI Qizhai 《数学进展》 CSCD 北大核心 2024年第6期1158-1172,共15页
The conditional kernel correlation is proposed to measure the relationship between two random variables under covariates for multivariate data.Relying on the framework of reproducing kernel Hilbert spaces,we give the ... The conditional kernel correlation is proposed to measure the relationship between two random variables under covariates for multivariate data.Relying on the framework of reproducing kernel Hilbert spaces,we give the definitions of the conditional kernel covariance and conditional kernel correlation.We also provide their respective sample estimators and give the asymptotic properties,which help us construct a conditional independence test.According to the numerical results,the proposed test is more effective compared to the existing one under the considered scenarios.A real data is further analyzed to illustrate the efficacy of the proposed method. 展开更多
关键词 conditional kernel correlation reproducing kernel Hilbert space conditional independence test
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