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Flood predictions from metrics to classes by multiple machine learning algorithms coupling with clustering-deduced membership degree
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作者 ZHAI Xiaoyan ZHANG Yongyong +5 位作者 XIA Jun ZHANG Yongqiang TANG Qiuhong SHAO Quanxi CHEN Junxu ZHANG Fan 《Journal of Geographical Sciences》 2026年第1期149-176,共28页
Accurate prediction of flood events is important for flood control and risk management.Machine learning techniques contributed greatly to advances in flood predictions,and existing studies mainly focused on predicting... Accurate prediction of flood events is important for flood control and risk management.Machine learning techniques contributed greatly to advances in flood predictions,and existing studies mainly focused on predicting flood resource variables using single or hybrid machine learning techniques.However,class-based flood predictions have rarely been investigated,which can aid in quickly diagnosing comprehensive flood characteristics and proposing targeted management strategies.This study proposed a prediction approach of flood regime metrics and event classes coupling machine learning algorithms with clustering-deduced membership degrees.Five algorithms were adopted for this exploration.Results showed that the class membership degrees accurately determined event classes with class hit rates up to 100%,compared with the four classes clustered from nine regime metrics.The nonlinear algorithms(Multiple Linear Regression,Random Forest,and least squares-Support Vector Machine)outperformed the linear techniques(Multiple Linear Regression and Stepwise Regression)in predicting flood regime metrics.The proposed approach well predicted flood event classes with average class hit rates of 66.0%-85.4%and 47.2%-76.0%in calibration and validation periods,respectively,particularly for the slow and late flood events.The predictive capability of the proposed prediction approach for flood regime metrics and classes was considerably stronger than that of hydrological modeling approach. 展开更多
关键词 flood regime metrics class prediction machine learning algorithms hydrological model
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科学论文政策影响力计量的数据库选择——基于Altmetric与Overton的比较 被引量:1
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作者 方志超 郑尔特 《图书情报知识》 北大核心 2025年第1期18-28,共11页
[目的/意义]各类政策引文数据库因索引范围的差异,可能导致围绕科学论文的政策计量分析结果的不同。需要通过比较研究来理解不同数据库所能提供的数据基础的差异,以更好地支持科研成果的政策影响力计量与评价。[研究设计/方法]比较了同... [目的/意义]各类政策引文数据库因索引范围的差异,可能导致围绕科学论文的政策计量分析结果的不同。需要通过比较研究来理解不同数据库所能提供的数据基础的差异,以更好地支持科研成果的政策影响力计量与评价。[研究设计/方法]比较了同时期内Altmetric和Overton两大主流政策引文数据库收录的政策文件范围的异同。并面向约1,700万篇科学论文,比较了Altmetric和Overton数据库提供的政策引文数据在覆盖范围、数据体量、学科分布等方面的差异。[结论/发现]相比于Altmetric,Overton提供了范围更广、数量更多的政策文件和政策引文,表现出显著的数据优势。但Altmetric与Overton收录的政策文件仅有小部分重合,二者代表了不同决策主体不同的政策观点和科学证据使用行为,难以相互替代,可以互为补充。[创新/价值]在科研成果的政策影响力定量评价中,应注意和警示政策引文数据库选择对结果可能造成的影响,制定合理的数据获取策略,以实现更负责任的评价。 展开更多
关键词 政策计量 科研评价 社会影响力 科学计量学 替代计量学
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A Survey on the Existence of Harmonic Metrics on Vector Bundles
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作者 SHEN Zhenghan ZHANG Xi 《数学进展》 北大核心 2025年第2期390-404,共15页
In this paper,we give a survey on the existence of Hermitian-Einstein metrics and harmonic metrics.
关键词 Hermitian-Einstein metric harmonic metric holomorphic vector bundle non-Hermitian Yang-Mills bundle
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Some analytic results and applications in extremal Hermitian metrics
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作者 SANG Haoxin WU Yingyi 《中国科学院大学学报(中英文)》 北大核心 2025年第5期589-599,共11页
In this paper,we introduce and prove three analytic results related to uniform convergence,properties of Newtonian potential,and convergence of sequences in Sobolev space constrained by their Laplacian.Then,utilizing ... In this paper,we introduce and prove three analytic results related to uniform convergence,properties of Newtonian potential,and convergence of sequences in Sobolev space constrained by their Laplacian.Then,utilizing our analytic results,we develop a complete proof of a crucial estimate appearing in the results of Guofang Wang and Xiaohua Zhu,which states the classification of extremal Hermitian metrics with finite energy and area on compact Riemann surfaces and finite singularities satisfying small singular angles. 展开更多
关键词 extremal Hermitian metrics conical singularities of metrics Newtonian potential
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Data-driven distributionally robust Kelly portfolio optimization based on coherent Wasserstein metrics
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作者 Yimeng Sun Zhenfeng Zou 《中国科学技术大学学报》 北大核心 2025年第8期48-58,I0002,共12页
The Kelly strategy is a common approach in portfolio optimization problems that aims to maximize the expected portfolio growth rate in the long term.Its computation requires complete knowledge of the asset return dist... The Kelly strategy is a common approach in portfolio optimization problems that aims to maximize the expected portfolio growth rate in the long term.Its computation requires complete knowledge of the asset return distribution,which is obviously not observable,but can be inferred from sample data.Motivated by recent developments in data-driven optimization methods,we propose a new class of coherent Wasserstein data-driven Kelly portfolio optimization models.In particular,we establish a class of ambiguity sets based on coherent Wasserstein metrics,and these new metrics can strike a good balance between robustness and data-drivenness,thus providing richer choices for ambiguity set design.The Kelly portfolio optimization model,which is data-driven and based on coherent Wasserstein balls,can be solved efficiently as a finite-dimensional convex program.This model also provides a robust data-driven solution.In addition,we numerically investigate the proposed model and find that it outperforms the type-1 Wasserstein-Kelly portfolio,especially the classical Kelly portfolio.Moreover,it indicates that we can obtain a portfolio with higher final value and stability,especially in controlling volatility and maximum drawdown. 展开更多
关键词 distributionally robust optimization Kelly strategy coherent Wasserstein metrics
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The Gravitational Potential and the Gravitational Force According to the Correct Reissner-Nordstrøm, Kerr and Kerr-Newman Metrics
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作者 Carlo Maria Pace 《Journal of Modern Physics》 2025年第1期52-92,共41页
In a recent article, we have corrected the traditional derivation of the Schwarzschild metric, thus obtaining the formulation of the correct Schwarzschild metric, which is different from the traditional Schwarzschild ... In a recent article, we have corrected the traditional derivation of the Schwarzschild metric, thus obtaining the formulation of the correct Schwarzschild metric, which is different from the traditional Schwarzschild metric. Then, in another article by starting from this correct Schwarzschild metric, we have corrected also the Reissner-Nordstrøm, Kerr and Kerr-Newman metrics. On the other hand, in a third article, always by starting from this correct Schwarzschild metric, we have obtained the formulas of the correct gravitational potential and of the correct gravitational force in the case described by this metric. Now, in this article, by starting from these correct Reissner-Nordstrøm, Kerr and Kerr-Newman metrics and proceeding in a manner analogous to this third article, we obtain the formulas of the correct gravitational potential and of the correct gravitational force in the cases described by these metrics. Moreover, we analyze these correct results and their consequences. Finally, we propose some possible crucial experiments between the commonly accepted theory and the same theory corrected according to this article. 展开更多
关键词 General Theory of Relativity SCHWARZSCHILD Reissner-Nordstrøm KERR Kerr-Newman metric Gravitational Potential Gravitational Force Orbital Motion
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EXISTENCE OF SOME SPECIAL CONFORMALLY-KAHLER METRICS ON CERTAIN CP1 BUNDLES
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作者 Jing CHEN Daniel GUAN 《Acta Mathematica Scientia》 2025年第2期525-539,共15页
In this paper,we prove that for certain fiber bundles there is a k-Futaki-Ono conformally Kahler metric related to a metric in any given Kahler class for any k≥2.
关键词 Hermitian metrics conformally-Kahler metrics complex manifolds scalar curvature fiber bundle almost homogeneous manifolds
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Quantum Metric, Topology and Second Harmonic Generation
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作者 En Wang Yaxian Wang Sheng Meng 《Chinese Physics Letters》 2025年第4期99-113,共15页
The quantum metric manifested as the Riemannian metric in the parameter space of Bloch bands,characterizes the topology and geometry of quantum states.The second harmonic generation(SHG),as one of the fundamental nonl... The quantum metric manifested as the Riemannian metric in the parameter space of Bloch bands,characterizes the topology and geometry of quantum states.The second harmonic generation(SHG),as one of the fundamental nonlinear optical responses that links geometry of optical transitions to physical observables,despite being widely studied in various materials,its relation to quantum metric,especially in the dynamical regime,stays obscure. 展开更多
关键词 second harmonic generation shg quantum metric quantum metricespecially geometry optical transitions nonlinear optical responses bloch bandscharacterizes riemannian metric TOPOLOGY
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GÂTEAUX DIRECTIONAL DIFFERENTIABILITY OF THE GENERALIZED METRIC PROJECTION IN BANACH SPACES
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作者 Jinlu LI 《Acta Mathematica Scientia》 2025年第4期1597-1618,共22页
Let X be a real uniformly convex and uniformly smooth Banach space and C a nonempty closed and convex subset of X.Let Π_(C):X→C denote the generalized metric projection operator introduced by Alber in[1].In this pap... Let X be a real uniformly convex and uniformly smooth Banach space and C a nonempty closed and convex subset of X.Let Π_(C):X→C denote the generalized metric projection operator introduced by Alber in[1].In this paper,we define the Gâteaux directional differentiability of Π_(C).We investigate some properties of the Gâteaux directional differentiability of Π_(C).In particular,if C is a closed ball,or a closed and convex cone(including proper closed subspaces),or a closed and convex cylinder,then,we give the exact representations of the directional derivatives of Π_(C).By comparing the results in[12]and this paper,we see the significant difference between the directional derivatives of the generalized metric projection operator Π_(C) and the Gâteaux directional derivatives of the standard metric projection operator PC. 展开更多
关键词 uniformly convex and uniformly smooth Banach space the generalized metric projection directional differentiability of the generalized metric projection directional derivative of the generalized metric projection
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Greenness evaluation metric for analytical methods and software
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作者 Tong Xin Luyao Yu +7 位作者 Wenying Zhang Yingxia Guo Chuya Wang Zhong Li Jiansong You Hongyu Xue Meiyun Shi Lei Yin 《Journal of Pharmaceutical Analysis》 2025年第7期1667-1676,共10页
The focus of green analytical chemistry(GAC)is to minimize the negative impacts of analytical procedures on human safety,human health,and the environment.Several factors,such as the reagents used,sample collection,sam... The focus of green analytical chemistry(GAC)is to minimize the negative impacts of analytical procedures on human safety,human health,and the environment.Several factors,such as the reagents used,sample collection,sample processing,instruments,energy consumed,and the quantities of hazardous materials and waste generated during analytical procedures,need to be considered in the evaluation of the greenness of analytical assays.In this study,we propose a greenness evaluation metric for analytical methods(GEMAM).The new greenness metric is simple,flexible,and comprehensive.The evaluation criteria are based on both the 12 principles of GAC(SIGNIFICANCE)and the 10 factors of sample preparation,and the results are presented on a 0–10 scale.The GEMAM calculation process is easy to perform,and its results are easy to interpret.The output of GEMAM is a pictogram that can provide both qualitative and quantitative information based on color and number. 展开更多
关键词 Green analytical chemistry Analytical methods Greenness evaluation metric
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Distributional scalar curvature and Einstein metrics
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作者 ZHANG Huai-yu ZHANG Jiang-wei 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第2期458-479,共22页
In this paper,we study scalar curvature rigidity of non-smooth metrics on smooth manifolds with non-positive Yamabe invariant.We prove that if the scalar curvature is not less than the Yamabe invariant in the distribu... In this paper,we study scalar curvature rigidity of non-smooth metrics on smooth manifolds with non-positive Yamabe invariant.We prove that if the scalar curvature is not less than the Yamabe invariant in the distributional sense,then the manifold must be isometric to an Einstein manifold.This result extends Theorem 1.4 in Jiang,Sheng and Zhang[27],from a special case where the manifolds have zero Yamabe invariant to general cases where the manifolds have non-positive Yamabe invariant. 展开更多
关键词 scalar curvature Einstein metric Yamabe invariant
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Improving Robustness for Tag Recommendation via Self-Paced Adversarial Metric Learning
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作者 Zhengshun Fei Jianxin Chen +1 位作者 Gui Chen Xinjian Xiang 《Computers, Materials & Continua》 2025年第3期4237-4261,共25页
Tag recommendation systems can significantly improve the accuracy of information retrieval by recommending relevant tag sets that align with user preferences and resource characteristics.However,metric learning method... Tag recommendation systems can significantly improve the accuracy of information retrieval by recommending relevant tag sets that align with user preferences and resource characteristics.However,metric learning methods often suffer from high sensitivity,leading to unstable recommendation results when facing adversarial samples generated through malicious user behavior.Adversarial training is considered to be an effective method for improving the robustness of tag recommendation systems and addressing adversarial samples.However,it still faces the challenge of overfitting.Although curriculum learning-based adversarial training somewhat mitigates this issue,challenges still exist,such as the lack of a quantitative standard for attack intensity and catastrophic forgetting.To address these challenges,we propose a Self-Paced Adversarial Metric Learning(SPAML)method.First,we employ a metric learning model to capture the deep distance relationships between normal samples.Then,we incorporate a self-paced adversarial training model,which dynamically adjusts the weights of adversarial samples,allowing the model to progressively learn from simpler to more complex adversarial samples.Finally,we jointly optimize the metric learning loss and self-paced adversarial training loss in an adversarial manner,enhancing the robustness and performance of tag recommendation tasks.Extensive experiments on the MovieLens and LastFm datasets demonstrate that SPAML achieves F1@3 and NDCG@3 scores of 22%and 32.7%on the MovieLens dataset,and 19.4%and 29%on the LastFm dataset,respectively,outperforming the most competitive baselines.Specifically,F1@3 improves by 4.7%and 6.8%,and NDCG@3 improves by 5.0%and 6.9%,respectively. 展开更多
关键词 Tag recommendation metric learning adversarial training self-paced adversarial training ROBUSTNESS
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Protection path and security-metric-based resource allocation algorithm in quantum key distribution optical networks
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作者 Li Liu Shengtong Zhai +1 位作者 Yao Pu Xu Zhang 《Chinese Physics B》 2025年第9期73-83,共11页
Quantum key distribution(QKD)optical networks can provide more secure communications.However,with the increase of the QKD path requests and key updates,network blocking problems will become severe.The blocking problem... Quantum key distribution(QKD)optical networks can provide more secure communications.However,with the increase of the QKD path requests and key updates,network blocking problems will become severe.The blocking problems in the network can become more severe because each fiber link has limited resources(such as wavelengths and time slots).In addition,QKD optical networks are also affected by external disturbances such as data interception and eavesdropping,resulting in inefficient network communication.In this paper,we exploit the idea of protection path to enhance the anti-interference ability of QKD optical network.By introducing the concept of security metric,we propose a routing wavelength and time slot allocation algorithm(RWTA)based on protection path,which can lessen the blocking problem of QKD optical network.According to simulation analysis,the security-metric-based RWTA algorithm(SM-RWTA)proposed in this paper can substantially improve the success rate of security key(SK)update and significantly reduce the blocking rate of the network.It can also improve the utilization rate of resources such as wavelengths and time slots.Compared with the non-security-metric-based RWTA algorithm(NSM-RWTA),our algorithm is robust and can enhance the anti-interference ability and security of QKD optical networks. 展开更多
关键词 quantum key distribution(QKD) optical network security metric protection path
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Fixed point results for asymptotically regular mappings in abstract metric spaces
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作者 HAN Yan DAI Ting-ting XU Shao-yuan 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第3期632-644,共13页
In this paper,various extended contractions are introduced as generalizations of some existing contractions given by Kannan,Ciric,Reich and Gornicki,et al.Then,several meaningful results about asymptotically regular m... In this paper,various extended contractions are introduced as generalizations of some existing contractions given by Kannan,Ciric,Reich and Gornicki,et al.Then,several meaningful results about asymptotically regular mappings in cone metric spaces over Banach algebras are obtained,weakening the completeness of the spaces and the continuity of the mappings.Moreover,some nontrivial examples are showed to verify the innovation of the new concepts and our fxed point theorems. 展开更多
关键词 asymptotic regularity fixed point cone metric spaces over Banach algebras
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A Contrastive Analysis of English and Chinese Intonation Systems: An Auto- Segmental Metrical Framework
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作者 Qingbo Tian Ngee Thai Yap +1 位作者 Chwee Fang Ng Yasir Yahya 《Chinese Journal of Applied Linguistics》 2025年第3期366-400,480,481,共37页
Intonation refers to the use of supra-segmental features to convey pragmatic meanings at the sentence level in a linguistically structured way.The difference in intonation between the native language and a foreign lan... Intonation refers to the use of supra-segmental features to convey pragmatic meanings at the sentence level in a linguistically structured way.The difference in intonation between the native language and a foreign language may influence second language learners’acquisition of intonation.The purpose of this study is to explore the similarities and differences at the level of phonological representation between English and Chinese intonation systems.This study investigated English and Chinese intonation systems,respectively,from both form and meaning under the Auto-Segmental Metrical framework by referring to previous studies and illustrating examples.The results showed that in terms of form,there were notable differences in the structural elements and their inventories between the intonation systems of English and Chinese.In terms of meaning,assertions were represented by different structural elements in English and Chinese intonation systems;the types of structural elements in English intonation possessed the capability to convey complex and subtle meanings,contrasting with the comparatively simpler nature of Chinese intonation.The results reveal that Chinese EFL learners demonstrate considerable difficulties in the production of the structural elements of English intonation and their combinations due to L1 intonation interference. 展开更多
关键词 acquisition of L2 intonation auto-segmental metrical framework Chinese intonation cross-linguistic effects English intonation
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Quantum Geometric Tensor for Mixed States Based on the Covariant Derivative
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作者 Qianyi Wang Ben Wang +1 位作者 Jun Wang Lijian Zhang 《Chinese Physics Letters》 2025年第7期171-181,共11页
The quantum geometric tensor(QGT)is a fundamental quantity for characterizing the geometric properties of quantum states and plays an essential role in elucidating various physical phenomena.The traditional QGT,defned... The quantum geometric tensor(QGT)is a fundamental quantity for characterizing the geometric properties of quantum states and plays an essential role in elucidating various physical phenomena.The traditional QGT,defned only for pure states,has limited applicability in realistic scenarios where mixed states are common.To address this limitation,we generalize the defnition of the QGT to mixed states using the purifcation bundle and the covariant derivative.Notably,our proposed defnition reduces to the traditional QGT when mixed states approach pure states.In our framework,the real and imaginary parts of this generalized QGT correspond to the Bures metric and the mean gauge curvature,respectively,endowing it with a broad range of potential applications.Additionally,using our proposed mixed-state QGT,we derive the geodesic equation applicable to mixed states.This work establishes a unifed framework for the geometric analysis of both pure and mixed states,thereby deepening our understanding of the geometric properties of quantum states. 展开更多
关键词 characterizing geometric properties quantum states purifcation bundle elucidating various physical phenomenathe covariant derivative Bures metric quantum geometric tensor qgt quantum geometric tensor mixed states
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Petroleum Exploration and Development ranks top in core evaluation metrics among Chinese scientific and technical journals
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作者 Editorial Office of Petroleum Exploration and Development 《Petroleum Exploration and Development》 2025年第6期F0002-F0002,共1页
According to the 2025 edition of Chinese Science and Technology Journal Citation Reports(Core Edition)released by the Institute of Scientific and Technical Information of China,Petroleum Exploration and Development ac... According to the 2025 edition of Chinese Science and Technology Journal Citation Reports(Core Edition)released by the Institute of Scientific and Technical Information of China,Petroleum Exploration and Development achieved a core impact factor of 6.246 in 2024.It ranked 2nd among 2,202 core journals of natural sciences and 1st among 41 journals in the petroleum and natural gas engineering category,with a total core citation frequency of 7,502. 展开更多
关键词 chinese scientific technical journals exploration development development natural sciences chinese science technology journal citation reports institute scientific technical information china core evaluation metrics petroleum exploration
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城市物联网采集数据可信度量机制研究
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作者 陈磊 张森 张嘉浩 《信息安全研究》 北大核心 2026年第2期109-117,共9页
物联网设备的多样性、异构性以及广泛的分布特性,使其运行过程面临感知设备数据源遭受伪造或篡改的风险.而目前智慧城市多域物联网场景下存在信任评估模型动态适应性较差、应对安全威胁能力单一等问题.从物联网的宏观运行角度出发,融合... 物联网设备的多样性、异构性以及广泛的分布特性,使其运行过程面临感知设备数据源遭受伪造或篡改的风险.而目前智慧城市多域物联网场景下存在信任评估模型动态适应性较差、应对安全威胁能力单一等问题.从物联网的宏观运行角度出发,融合可信计算技术,构建了面向物联网设备节点的静态属性度量和动态属性度量机制.通过聚类算法划分信任类别,建立了面向多源异构物联网设备的综合可信度量机制.通过面向多域分布式物联网架构的仿真模拟实验,验证了提出的可信度量方案能够有效检测恶意节点的初始恶意传播,并将恶意传播限制在较小的范围内,可以有效应对不同恶意节点比例下的安全挑战. 展开更多
关键词 可信度量 智慧城市 物联网 多源异构 数据采集
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敦煌词格律的类型、特点及其本质
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作者 张培阳 《南阳师范学院学报》 2026年第2期33-40,共8页
敦煌词的出现,为中国古代词律乃至词律史的重新认识、塑造提供了一种重要的参照和变量,价值不可小视。以词调为视角,敦煌词的格律类型约可分为变化较小、变化较大和变化适中三类,三类乃至各类内部的格律风貌多不尽相同。敦煌词的格律特... 敦煌词的出现,为中国古代词律乃至词律史的重新认识、塑造提供了一种重要的参照和变量,价值不可小视。以词调为视角,敦煌词的格律类型约可分为变化较小、变化较大和变化适中三类,三类乃至各类内部的格律风貌多不尽相同。敦煌词的格律特点主要表现为两方面:一是词律变化较大的一种是三种类型中的主流;二是即使是词律变化较小的一种,其内部差异也往往甚于同调传世词。当然,以上特点并不意味着敦煌词的格律已毫无规则可言,而成为一种可以自由发挥的文体,否则,所谓敦煌词是否还能称为词,就大有可商了。 展开更多
关键词 敦煌词 格律 类型 特点 本质
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美国STAR METRICS项目及其对我国科技评价的启示 被引量:13
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作者 杨国梁 肖小溪 李晓轩 《科学学与科学技术管理》 CSSCI 北大核心 2011年第12期12-17,25,共7页
联邦政府投资于科学,其产生的益处或者价值是什么?这是一个社会各界普遍关注的问题。2008年全球金融危机爆发之后,奥巴马政府出台了总额为7 870亿美元的一揽子刺激经济复苏方案,其中76亿美元被直接用于科学研究。为了向公众展示科学研... 联邦政府投资于科学,其产生的益处或者价值是什么?这是一个社会各界普遍关注的问题。2008年全球金融危机爆发之后,奥巴马政府出台了总额为7 870亿美元的一揽子刺激经济复苏方案,其中76亿美元被直接用于科学研究。为了向公众展示科学研究资金如何对美国经济社会产生影响,美国政府提出了STAR METRICS项目,旨在通过联邦政府和研究机构之间的合作,创建跨部门共享的数据库以及数据展示工具,从而对联邦R&D投入的影响进行评价。对STAR METRICS项目的情况进行了深入地调研和分析,并在此基础上提出对我国科技评价的若干思考。 展开更多
关键词 科技评价 R&D投入 STAR metricS
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