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基于可泛化模型的复杂商务场景数据分析
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作者 史颖欢 郭金涛 +2 位作者 李泽昆 祁磊 高阳 《中国科学基金》 CSSCI CSCD 北大核心 2024年第5期762-772,共11页
随着全球经济合作与竞争形势的快速发展,复杂商务场景日益涌现。其中,数据的规模和复杂性也呈现显著增长,在带来可利用数据资源的同时,也为有效挖掘和分析潜在商务模式带来挑战。本文首先针对复杂商务场景下的数据特点进行分析,其次调... 随着全球经济合作与竞争形势的快速发展,复杂商务场景日益涌现。其中,数据的规模和复杂性也呈现显著增长,在带来可利用数据资源的同时,也为有效挖掘和分析潜在商务模式带来挑战。本文首先针对复杂商务场景下的数据特点进行分析,其次调研了商务分析方法的研究进展,包括:大规模商务数据集、多模态预训练与特征融合方法以及多场景下可泛化商务模型技术。此外,对复杂商务场景数据分析在未来的应用发展进行思考与总结,讨论了目前亟需解决的关键问题,包括:对更多模态的适应性、商务分析模型可解释性、动态环境下的分布变化鲁棒性等。进一步分析了复杂商务场景可泛化模型的研究现状和挑战,旨在为复杂商务分析领域的研究提供初步参考,实现复杂商务场景的全面智能化。 展开更多
关键词 商务场景 可泛化数据分析 深度学习 多模态融合
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基于流形学习的泛化改进的LTSA算法 被引量:7
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作者 崔鹏 张雪婷 《计算机工程与应用》 CSCD 北大核心 2017年第3期201-204,230,共5页
在数据稀疏、数据非均匀分布和数据流形具有较大曲率的情况下,传统的局部切空间方法不能够有效地揭示流形结构。提出了一种泛化的ILTSA(GILTSA)流形学习方法,该方法以改进的局部切空间排列算法(ILTSA)为基础,在解决流形结构问题的同时,... 在数据稀疏、数据非均匀分布和数据流形具有较大曲率的情况下,传统的局部切空间方法不能够有效地揭示流形结构。提出了一种泛化的ILTSA(GILTSA)流形学习方法,该方法以改进的局部切空间排列算法(ILTSA)为基础,在解决流形结构问题的同时,不仅能够获得用于人脸识别更好的低维特征,而且能有效地处理日益增加的数据集的问题。该方法首先基于样品间距离选择近邻集,实现训练集的低维流形,为每个新样本寻找最近的样本训练集。然后结合ILTSA算法,根据其最近样本投影距离计算低维流形。在ORL的人脸图像数据库的实验、Swiss roll和手书的"2"等实验结果表明,与局部线性嵌入和局部切空间排列算法等相比,GILTSA方法增加了整体精度。 展开更多
关键词 改进的局部切空间排列(ILTSA) 人脸识别 流形学习 可泛化
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Direct Visual Evidence for Neutral and Charged Hexaphyrin Aromaticity with and without Keto-Defect
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作者 Shan Zhang Peng Song +5 位作者 Sha Wang Yu-ling Chu Yuan-zuo Li Zhong Yang Yong Ding Feng-cai Ma 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2012年第5期563-570,I0003,共9页
We use density functional theory and time-dependent together with a set of extensive mul- tidimensional visualization techniques to characterize the influence of keto effect on charge distribution at ground state and ... We use density functional theory and time-dependent together with a set of extensive mul- tidimensional visualization techniques to characterize the influence of keto effect on charge distribution at ground state and electronic transitions for neutral and charged hexaphyrin aromaticity with and without keto-defect. It is found that the aromaticity is the key fac- tor to influence the ground state Mulliken charges distribution properties, other than the meso-aryl-substituted effect. But with the enhancement of the keto-defect, the distribution changes of Mulliken charges on the hexaphyrin groups are larger than those on the pentaflu- orophenyl substituted groups, following with the aromaticity changes from nonaromatic to aromatic. Furthermore, through characterizing by transition density and charge difference density, direct visual evidence for neutral and charged aromaticity with and without keto- defect can be clearly derived, and the ability of charge transfer between units of monoradical (nonaromaticity) and singlet biradical (aromaticity) forms is much stronger than that of neutral forms. 展开更多
关键词 AROMATICITY Keto-defect PORPHYRIN Charge difference density Transitiondensity
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Chemical vapor deposition growth of large-scale hexagonal boron nitride with controllable orientation 被引量:15
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作者 Xiuju Song Junfeng Gao +11 位作者 Yufeng Nie Teng Gao Jingyu Sun Donglin Ma Qiucheng Li Yubin Chen Chuanhong Jin Alicja Bachmatiuk Mark H. Rummeli Feng Ding Yanfeng Zhang Zhongfan Liu 《Nano Research》 SCIE EI CAS CSCD 2015年第10期3164-3176,共13页
Chemical vapor deposition (CVD) synthesis of large-domain hexagonal boron nitride (h-BN) with a uniform thickness is very challenging, mainly due to the extremely high nucleation density of this material. Herein, ... Chemical vapor deposition (CVD) synthesis of large-domain hexagonal boron nitride (h-BN) with a uniform thickness is very challenging, mainly due to the extremely high nucleation density of this material. Herein, we report the successful growth of wafer-scale, high-quality h-BN monolayer films that have large single-crystalline domain sizes, up to -72 μm in edge length, prepared using a folded Cu-foil enclosure. The highly confined growth space and the smooth Cu surface inside the enclosure effectively reduced the precursor feeding rate together and induced a drastic decrease in the nucleation density. The orientation of the as-grown h-BN monolayer was found to be strongly correlated to the crystallographic orientation of the Cu substrate: the Cu (111) face being the best substrate for growing aligned h-BN domains and even single-crystalline monolayers. This is consistent with our density functional theory calculations. The present study offers a practical pathway for growing high-quality h-BN films by deepening our fundamental understanding of the process of their growth by CVD. 展开更多
关键词 hexagonal boron nitride Cu foil domain size ORIENTATION chemical vapordeposition (CVD)
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