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Comparative Performance Measurement of the Pareto Optimal Combination and Multi-Objective Combination Models for Controller Placement in Software-Defined Networks
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作者 Mission Franklin Constance Izuchukwu Amannah 《Journal of Computer and Communications》 2024年第3期84-100,共17页
The evolution of the current network has challenges of programmability, maintainability and manageability, due to network ossification. This challenge led to the concept of software-defined networking (SDN), to decoup... The evolution of the current network has challenges of programmability, maintainability and manageability, due to network ossification. This challenge led to the concept of software-defined networking (SDN), to decouple the control system from the infrastructure plane caused by ossification. The innovation created a problem with controller placement. That is how to effectively place controllers within a network topology to manage the network of data plane devices from the control plane. The study was designed to empirically evaluate and compare the functionalities of two controller placement algorithms: the POCO and MOCO. The methodology adopted in the study is the explorative and comparative investigation techniques. The study evaluated the performances of the Pareto optimal combination (POCO) and multi-objective combination (MOCO) algorithms in relation to calibrated positions of the controller within a software-defined network. The network environment and measurement metrics were held constant for both the POCO and MOCO models during the evaluation. The strengths and weaknesses of the POCO and MOCO models were justified. The results showed that the latencies of the two algorithms in relation to the GoodNet network are 3100 ms and 2500 ms for POCO and MOCO respectively. In Switch to Controller Average Case latency, the performance gives 2598 ms and 2769 ms for POCO and MOCO respectively. In Worst Case Switch to Controller latency, the performance shows 2776 ms and 2987 ms for POCO and MOCO respectively. The latencies of the two algorithms evaluated in relation to the Savvis network, compared as follows: 2912 ms and 2784 ms for POCO and MOCO respectively in Switch to Controller Average Case latency, 3129 ms and 3017 ms for POCO and MOCO respectively in Worst Case Switch to Controller latency, 2789 ms and 2693 ms for POCO and MOCO respectively in Average Case Controller to Controller latency, and 2873 ms and 2756 ms for POCO and MOCO in Worst Case Switch to Controller latency respectively. The latencies of the two algorithms evaluated in relation to the AARNet, network compared as follows: 2473 ms and 2129 ms for POCO and MOCO respectively, in Switch to Controller Average Case latency, 2198 ms and 2268 ms for POCO and MOCO respectively, in Worst Case Switch to Controller latency, 2598 ms and 2471 ms for POCO and MOCO respectively, in Average Case Controller to Controller latency, 2689 ms and 2814 ms for POCO and MOCO respectively Worst Case Controller to Controller latency. The Average Case and Worst-Case latencies for Switch to Controller and Controller to Controller are minimal, and favourable to the POCO model as against the MOCO model when evaluated in the Goodnet, Savvis, and the Aanet networks. This simply indicates that the POCO model has a speed advantage as against the MOCO model, which appears to be more resilient than the POCO model. 展开更多
关键词 LATENCY measurement metrics Performance POCO MOKO Architecture PROVISION
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OBSTACLE PROBLEMS ON RCD(K,N)METRIC MEASURE SPACES
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作者 林锶坍 《Acta Mathematica Scientia》 SCIE CSCD 2023年第5期1925-1944,共20页
In this paper,we solve the obstacle problems on metric measure spaces with generalized Ricci lower bounds.We show the existence and Lipschitz continuity of the solutions,and then we establish some regularities of the ... In this paper,we solve the obstacle problems on metric measure spaces with generalized Ricci lower bounds.We show the existence and Lipschitz continuity of the solutions,and then we establish some regularities of the free boundaries. 展开更多
关键词 obstacle problem metric measure space Riemannian curvature-dimension condition
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Evaluation of IoT Measurement Solutions from a Metrology Perspective
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作者 Donatien Koulla Moulla Ernest Mnkandla Alain Abran 《Computer Systems Science & Engineering》 SCIE EI 2023年第11期2455-2479,共25页
To professionally plan and manage the development and evolution of the Internet of Things(IoT),researchers have proposed several IoT performance measurement solutions.IoT performance measurement solutions can be very ... To professionally plan and manage the development and evolution of the Internet of Things(IoT),researchers have proposed several IoT performance measurement solutions.IoT performance measurement solutions can be very valuable for managing the development and evolution of IoT systems,as they provide insights into performance issues,resource optimization,predictive maintenance,security,reliability,and user experience.However,there are several issues that can impact the accuracy and reliability of IoT performance measurements,including lack of standardization,complexity of IoT systems,scalability,data privacy,and security.While previous studies proposed several IoT measurement solutions in the literature,they did not evaluate any individual one to figure out their respective measurement strengths and weaknesses.This study provides a novel scheme for the evaluation of proposed IoT measurement solutions using a metrology-coverage evaluation based on evaluation theory,metrology principles,and software measurement best practices.This evaluation approach was employed for 12 IoT measure categories and 158 IoT measurement solutions identified in a Systematic Literature Review(SLR)from 2010 to 2021.The metrology coverage of these IoT measurement solutions was analyzed from four perspectives:across IoT categories,within each study,improvement over time,and implications for IoT practitioners and researchers.The criteria in this metrology-coverage evaluation allowed for the identification of strengths and weaknesses in the theoretical and empirical definitions of the proposed IoT measurement solutions.We found that the metrological coverage varies significantly across IoT measurement solution categories and did not show improvement over the 2010–2021 timeframe.Detailed findings can help practitioners understand the limitations of the proposed measurement solutions and choose those with stronger designs.These evaluation results can also be used by researchers to improve current IoT measurement solution designs and suggest new solutions with a stronger metrology base. 展开更多
关键词 Internet of Things IoT measurement solutions software engineering measurement METROLOGY metrics
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Block-based test data adequacy measurement criteria and test complexity metrics
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作者 陈卫东 杨建军 +1 位作者 叶澄清 潘云鹤 《Journal of Zhejiang University Science》 CSCD 2002年第1期37-41,共5页
On the basis of software testing tools we developed for progrmnming languages, we firstly present a new control flowgraph model based on block. In view of the notion of block, we extend the traditional program-based s... On the basis of software testing tools we developed for progrmnming languages, we firstly present a new control flowgraph model based on block. In view of the notion of block, we extend the traditional program-based software test data adequacy measurement criteria, and empirically analyze the subsume relation between these measurement criteria. Then, we define four test complexity metrics based on block. They are J-complexity 0; J-complexity 1 ; J-complexity 1 + ; J-complexity 2. Finally, we show the Kiviat diagram that makes software quality visible. 展开更多
关键词 软件测试 控制流程图模型 中断 测试数据适应测量标准 测试复杂性度量
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Software Measurement Methods: An Analysis of Two Designs 被引量:1
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作者 Jean-Marc Desharnais Alain Abran 《Journal of Software Engineering and Applications》 2012年第10期797-809,共13页
In software engineering, software measures are often proposed without precise identification of the measurable concepts they attempt to quantify: consequently, the numbers obtained are challenging to reproduce in diff... In software engineering, software measures are often proposed without precise identification of the measurable concepts they attempt to quantify: consequently, the numbers obtained are challenging to reproduce in different measurement contexts and to interpret, either as base measures or in combination as derived measures. The lack of consistency when using base measures in data collection can affect both data preparation and data analysis. This paper analyzes the similarities and differences across three different views of measurement methods (ISO International Vocabulary on Metrology, ISO 15939, and ISO 25021), and uses a process proposed for the design of software measurement methods to analyze two examples of such methods selected from the literature. 展开更多
关键词 SOFTWARE measures BASE measures DERIVED measures measurement Method Attributes SOFTWARE QUALITY Model METROLOGY SOFTWARE metrics
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Pre-and post-selected measurements with coupling-strength-dependent modulation
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作者 李兆雪 邱疆冬 +5 位作者 谢林果 罗兰 刘雄 张志友 任昌亮 杜惊雷 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第3期135-140,共6页
Pre-and post-selected(PPS) measurement, especially the weak PPS measurement, has been proved to be a useful tool for measuring extremely tiny physical parameters. However, it is difficult to retain both the attainable... Pre-and post-selected(PPS) measurement, especially the weak PPS measurement, has been proved to be a useful tool for measuring extremely tiny physical parameters. However, it is difficult to retain both the attainable highest measurement sensitivity and precision with the increase of the parameter to be measured. Here, a modulated PPS measurement scheme based on coupling-strength-dependent modulation is presented with the highest sensitivity and precision retained for an arbitrary coupling strength. This idea is demonstrated by comparing the modulated PPS measurement scheme with the standard PPS measurement scheme in the case of unbalanced input meter. By using the Fisher information metric, we derive the optimal pre-and post-selected states, as well as the optimal coupling-strength-dependent modulation without any restriction on the coupling strength. We also give the specific strategy of performing the modulated PPS measurement scheme, which may promote practical application of this scheme in precision metrology. 展开更多
关键词 modulated pre-and post-selected measurementS FISHER information metric unbalanced input METER
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Food Production Engineering Efficiency: A Critical Analysis of the Conventional Metrics Used in Measuring Agricultural Efficiency
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作者 Mark McGuire 《Engineering(科研)》 2017年第5期427-433,共7页
An analysis is reported of conventional vs. alternative metrics used in measuring food production efficiency. Economic efficiency is driven by marketplace economics, while engineering efficiency is driven by useful en... An analysis is reported of conventional vs. alternative metrics used in measuring food production efficiency. Economic efficiency is driven by marketplace economics, while engineering efficiency is driven by useful energy conservation. As farming systems are optimized for maximum efficiency, how “efficiency” is defined will dictate the methods used in food production. Farming methods that are optimized in terms of economic efficiency have environmental consequences that are not inherent of engineering efficiency;however, farming methods optimized in terms of engineering efficiency have labor requirements not inherent of economic efficiency. A shift from optimizing food production in terms of economic efficiency to engineering efficiency may be necessary in order to feed a growing human population. 展开更多
关键词 EFFICIENCY FARMING AGRICULTURE CALORIES Energy WASTE metrics measures
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NORMALLY DISTRIBUTED PROBABILITY MEASURE ON THE METRIC SPACE OF NORMS
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作者 .G.HORVTH 《Acta Mathematica Scientia》 SCIE CSCD 2013年第5期1231-1242,共12页
In this paper we propose a method to construct probability measures on the space of convex bodies. For this purpose, first, we introduce the notion of thinness of a body. Then we show the existence of a measure with t... In this paper we propose a method to construct probability measures on the space of convex bodies. For this purpose, first, we introduce the notion of thinness of a body. Then we show the existence of a measure with the property that its pushforward by the thinness function is a probability measure of truncated normal distribution. Finally, we improve this method to find a measure satisfying some important properties in geometric measure theory. 展开更多
关键词 Hausdorff metric BOREL DIRAC Haar and Lebesgue-measure space of convex bodies metric space of norms
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函数序列依Lebesgue测度收敛与度量意义下收敛的等价性研究
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作者 李成岳 芦丽霞 +1 位作者 蒲洁 胡蝶 《中央民族大学学报(自然科学版)》 2024年第2期69-72,87,共5页
本文构造了一类新的完备度量空间,证明了其中的点列在度量意义下收敛等价于函数列依Lebesgue测度收敛,研究结果丰富了泛函分析理论中度量空间部分的内容。
关键词 度量 度量空间 度量意义下收敛 依Lebesgue测度收敛
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随机泛函微分方程参数估计的渐近行为
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作者 王佳曦 毛明志 《数学物理学报(A辑)》 CSCD 北大核心 2024年第3期746-760,共15页
该文主要研究一类分布依赖随机泛函微分方程(McKean-Vlasov SDE)的系数最小距离估计值问题.在漂移系数满足一定假设条件下,得到了估计量的极限分布,进而讨论估计量的相合性和渐近正态性,在L^(γ)惩罚函数约束条件下,该文也给出了系数估... 该文主要研究一类分布依赖随机泛函微分方程(McKean-Vlasov SDE)的系数最小距离估计值问题.在漂移系数满足一定假设条件下,得到了估计量的极限分布,进而讨论估计量的相合性和渐近正态性,在L^(γ)惩罚函数约束条件下,该文也给出了系数估计量的渐近行为,一个典型例子. 展开更多
关键词 Wasserstein度量 最小距离估计 GRONWALL不等式 分布测度
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非齐型度量测度空间上Herz-Morrey-Hardy空间的分子刻画
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作者 刘迪 赵凯 《云南大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第3期422-431,共10页
在一个既满足上双倍条件又满足几何双倍条件的非齐型度量测度空间上,引进了一类分子HerzMorrey-Hardy空间,讨论了它的分子表示.利用非齐型度量测度空间的性质,原子块和分子块的特征,以及离散系数的性质,证明了在非齐型度量测度空间上原... 在一个既满足上双倍条件又满足几何双倍条件的非齐型度量测度空间上,引进了一类分子HerzMorrey-Hardy空间,讨论了它的分子表示.利用非齐型度量测度空间的性质,原子块和分子块的特征,以及离散系数的性质,证明了在非齐型度量测度空间上原子Herz-Morrey-Hardy空间和分子Herz-Morrey-Hardy空间是等价的,也即得到了Herz-Morrey-Hardy空间的分子刻画. 展开更多
关键词 非齐型度量测度空间 Herz-Morrey-Hardy空间 分子 原子 刻画
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基于分数阶矩和分片Wasserstein距离的鲁棒风险度量优化模型
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作者 李伟梅 高雷阜 《统计与决策》 北大核心 2024年第9期55-60,共6页
鲁棒风险度量优化是一类随机风险分析度量的重要问题,其对不确定分布信息的捕捉需依赖不完善的假设和估计,分布尾部的反映直接影响分布预测的精准性,尾部模型误差在实际风险管理决策中会造成严重的后果。文章以一种对尾部模型误差具有... 鲁棒风险度量优化是一类随机风险分析度量的重要问题,其对不确定分布信息的捕捉需依赖不完善的假设和估计,分布尾部的反映直接影响分布预测的精准性,尾部模型误差在实际风险管理决策中会造成严重的后果。文章以一种对尾部模型误差具有稳健性的方式建立鲁棒风险度量优化模型。在构造模型不确定集时,提出基于Wasserstein距离的分布估计方法,克服了已有参数分布无法反映真实分布尾部行为的限制。鉴于分数阶矩对分布尾部信息具有精准刻画的能力,在解析分布估计的基础上,建立分数阶矩约束的鲁棒风险度量模型。为优化Wasserstein距离忽略分布几何结构造成的尾部模型误差,基于纤维丛理论思想,提出分片Was⁃serstein距离解析约束的分片鲁棒风险度量模型。最后,通过规范数据进行仿真分析,数值实验结果显示,该模型能够精准量化突发性极端损失风险。 展开更多
关键词 鲁棒风险度量 分数阶矩 概率分布估计 分片Wasserstein距离
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基于GQM方法的分布式研发度量体系研究与实践
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作者 云雄 李永 +4 位作者 孙琼巍 陈涌均 张玲 贾宇清 齐静 《信息技术与标准化》 2024年第1期58-64,共7页
为解决分布式研发团队质量和效率的问题,提出基于GQM方法的分布式研发度量体系。根据GQM方法论,分析分布式研发的特点及痛点问题,从软件的过程规范、质量改进、效率提升、缺陷修复等4个方面,建立度量框架,并通过多指标加权形成研发度量... 为解决分布式研发团队质量和效率的问题,提出基于GQM方法的分布式研发度量体系。根据GQM方法论,分析分布式研发的特点及痛点问题,从软件的过程规范、质量改进、效率提升、缺陷修复等4个方面,建立度量框架,并通过多指标加权形成研发度量体系。通过在民航电子商务软件的分布式开发模式中应用该体系,识别了各区域公司的薄弱环节,并针对性地进行改进,提高了分布式研发团队的质量和效率。 展开更多
关键词 研发度量 研发度量体系 分布式研发 GQM 多指标加权
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基于IMU传感器与深度度量学习的人体行为识别算法
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作者 时尚 何正燃 董恒 《移动通信》 2024年第3期131-136,共6页
人体行为识别可以定义为通过一系列观察和周围环境来确定一个人的各种姿势和日常活动。很多研究尝试将深度学习技术用于HAR中,然而,现有的基于DL的HAR方法存在复杂度较高、算力需求大和泛化性与鲁棒性不足的问题。为了解决上述问题,围... 人体行为识别可以定义为通过一系列观察和周围环境来确定一个人的各种姿势和日常活动。很多研究尝试将深度学习技术用于HAR中,然而,现有的基于DL的HAR方法存在复杂度较高、算力需求大和泛化性与鲁棒性不足的问题。为了解决上述问题,围绕基于智能手机内置IMU传感器的HAR方法,提出了一种名为RMDML的HAR方法,该方法结合了轻量化神经网络Res-MLP和深度度量学习的特征嵌入技术,旨在提取具有可分离性与可判别性的泛化特征,从而提高模型识别性能和泛化性能。RMDML模型在公开数据集UCI HAR上取得了97.26%的准确率,高于几种常见的HAR算法,证明了所提出方法的有效性。 展开更多
关键词 人体行为识别 惯性测量单元传感器 残差多层感知机 度量学习
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非齐度量测度空间上广义分数次积分的加权弱估计
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作者 田玉凤 陶双平 《吉林大学学报(理学版)》 CAS 北大核心 2024年第3期573-585,共13页
设(X,d,μ)为满足上双倍条件和几何双倍条件的非齐度量测度空间,Tα为(X,d,μ)上的广义分数次积分算子.通过建立sharp极大函数的点态不等式,得到Tα是从加权Lebesgue空间L^(p)(ω)到加权弱Lebesgue空间L^(p,∞)(ω)上有界的,并且也是从... 设(X,d,μ)为满足上双倍条件和几何双倍条件的非齐度量测度空间,Tα为(X,d,μ)上的广义分数次积分算子.通过建立sharp极大函数的点态不等式,得到Tα是从加权Lebesgue空间L^(p)(ω)到加权弱Lebesgue空间L^(p,∞)(ω)上有界的,并且也是从加权Morrey空间L^(p,κ,η)(ω)到加权弱Morrey空间WL^(p,κ,η)(ω)上有界的. 展开更多
关键词 广义分数次积分 加权弱估计 加权Morrey空间 非齐度量测度空间
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《Metric Linear Spaces》的两点注记
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作者 王见勇 《常熟高专学报》 2002年第2期13-16,共4页
指出StefanRolewicz先生的名著《MetricLinearSpaces》中的三个定理的证明错误 。
关键词 度量线性空间 σ-有限测度空间 连续嵌入 实心F*-空间 最大不友好 凹性模
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A LINEAR APPROACH TO METRIC CIRCUMFERENCE COMPUTATION FOR DIGITIZED CONVEX SHAPES 被引量:3
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作者 Chen Ken Zhao Pan Yang Rener 《Journal of Electronics(China)》 2008年第4期572-575,共4页
Metric measurement of digitized shapes is commonly applied in optical measuring systems.In this letter,three shape-related factors defined by the authors are used in the construction of amultiple linear regression mod... Metric measurement of digitized shapes is commonly applied in optical measuring systems.In this letter,three shape-related factors defined by the authors are used in the construction of amultiple linear regression model which is utilized to compute the circumference of the convex shapes inmillimeter unit.The model is first built upon the relationship hypothesis and then its adequacy ismathematically validated.The results of applying the developed model to the given number of convexshapes in a finite circumferential length range suggest that,in terms of percent error,the model pre-cision is to satisfaction by being within±4%.The test also shows the model’s robustness against theshape’s orientation anisotropy. 展开更多
关键词 公制计量 圆周计算 数字图象分析 数字化
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基于风险价值和期权理论的Credit Metrics模型研究
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作者 王丽娟 朱灏 《山东工商学院学报》 2008年第3期61-65,共5页
Credit Metrics模型是国际金融界内流行的现代信用风险度量模型,它以风险价值VaR和期权定价思想为基础,以衡量信贷资产组合的风险价值为核心,用于识别贷款、债券等传统信贷产品的信用风险,开启了银行信用风险量化评估的先河,开创了现代... Credit Metrics模型是国际金融界内流行的现代信用风险度量模型,它以风险价值VaR和期权定价思想为基础,以衡量信贷资产组合的风险价值为核心,用于识别贷款、债券等传统信贷产品的信用风险,开启了银行信用风险量化评估的先河,开创了现代信用风险度量研究的新领域,对中国商业银行的信用风险管理有一定的借鉴作用。 展开更多
关键词 CREDIT metrics模型 风险价值 期权定价 信用风险度量
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A New Browder Fixed Point Theorem in Noncompact Hyperconvex Metric Spaces and Its Applications to Section Questions and Intersection Questions 被引量:3
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作者 WEN Kai-ting 《Chinese Quarterly Journal of Mathematics》 CSCD 2009年第1期112-116,共5页
在这份报纸,新 Browder 修理了点定理在 noncompact hyperconvex 度量标准空格的 noncompact 亚 admissible 子集被建立。作为申请,一条 Ky 扇子节定理和一条交叉定理被获得。
关键词 BROWDER不动点定理 超凸度量空间 应用 十字路口 截口定理 AN型 Ky
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The Construction of Statisticaly Self-similar Measures
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作者 Hu Dihe Department of Mathematics,Wuhan University,Wuhan 430072,China 《Wuhan University Journal of Natural Sciences》 CAS 1997年第1期21-26,共6页
We have studied statistically self similar measures together with statistically self similar sets in this paper.A special kind of statistically self similar measures has been constructed and a class of statisticall... We have studied statistically self similar measures together with statistically self similar sets in this paper.A special kind of statistically self similar measures has been constructed and a class of statistically self similar sets as well. 展开更多
关键词 statistically self similar random set statistically self similar measure Hausdorff measure Hausdorff metric DISTRIBUTION
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