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1.
《Enterprise Information Systems》2013,7(3):272-302
Data sharing in today's information society poses a threat to individual privacy and organisational confidentiality. k-anonymity is a widely adopted model to prevent the owner of a record being re-identified. By generalising and/or suppressing certain portions of the released dataset, it guarantees that no records can be uniquely distinguished from at least other k?1 records. A key requirement for the k-anonymity problem is to minimise the information loss resulting from data modifications. This article proposes a top-down approach to solve this problem. It first considers each record as a vertex and the similarity between two records as the edge weight to construct a complete weighted graph. Then, an edge cutting algorithm is designed to divide the complete graph into multiple trees/components. The Large Components with size bigger than 2k?1 are subsequently split to guarantee that each resulting component has the vertex number between k and 2k?1. Finally, the generalisation operation is applied on the vertices in each component (i.e. equivalence class) to make sure all the records inside have identical quasi-identifier values. We prove that the proposed approach has polynomial running time and theoretical performance guarantee O(k). The empirical experiments show that our approach results in substantial improvements over the baseline heuristic algorithms, as well as the bottom-up approach with the same approximate bound O(k). Comparing to the baseline bottom-up O(logk)-approximation algorithm, when the required k is smaller than 50, the adopted top-down strategy makes our approach achieve similar performance in terms of information loss while spending much less computing time. It demonstrates that our approach would be a best choice for the k-anonymity problem when both the data utility and runtime need to be considered, especially when k is set to certain value smaller than 50 and the record set is big enough to make the runtime have to be taken into account. 相似文献
2.
选举问题是分布式计算中的一个基本问题。它一直受到广泛关注,先后发表了一大批研究论文。但是,现有的研究较少涉及选举算法的自稳定性,已经提出的自稳定选举算法的性能还不能令人满意。针对两个经典的自稳定选举算法———AG算法和DIM算法进行了分析。AG算法适用于命名网络,算法虽然简单,但算法需要假设网络的大小是已知的并且时间复杂度为O(n2),其中n表示网络结点数目。DIM算法虽不需要网络大小假设是已知的,但其时间复杂度仍然需要O(ΔDlogn),其中Δ和D分别表示结点最大的度和树的深度。利用DIM算法的思想,在AG算法的基础上,提出了一个基于命名网络的自稳定选举算法。该算法不需要知道网络的大小,而且时间复杂度为O(δ)(δ为网络直径)。 相似文献
3.
利用联网直报采集统计数据,以科学合理的指标体系为基本需求框架,建立统计部门数据共享,有计划地对全市政府统计部门、政府各职能部门以及国民经济行业主管部门需要搜集的社会经济数据资源进行持续地收集、整合、存储和管理。 相似文献
4.
This paper studies the effectiveness of a firm's strategy to report on its ESG activities with regard to the extent and direction in which the firm's ESG performance is valued by capital market investors. It is the first to disentangle the moderating effects of different types of ESG reporting on market valuation of ESG performance and to analyze whether following the current integrated reporting trend is worth the effort. Results indicate that ESG performance is valued more strongly and in the (desired) positive direction when firms publish an ESG report, irrespective of its type (stand‐alone or integrated). Furthermore, integrated reporting is associated with superior outcomes compared with a stand‐alone report for composite ESG and corporate governance performance. Our findings are important for corporate managers, as they help to understand market valuation of ESG performance in dependence on the reporting type and provide guidance for formulating and evaluating the reporting strategy. Copyright © 2016 John Wiley & Sons, Ltd and ERP Environment 相似文献
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We undertake a meta‐analysis of the effects of international investment agreements for the protection of foreign investors on foreign direct investment using 2107 estimates drawn from 74 studies. Our meta‐analysis finds robust evidence that effect of international investment agreements is so small as to be considered zero. However, our results do not rule out the possibility that the effect of these agreements is, in fact, positive and that current research methods are insufficiently powerful or precise to identify the underlying genuine effect. FDI from developed countries appears to be more responsive to the existence of investment protection, and there is evidence of publication–selection bias in favour of studies that find a positive effect for investor protection. 相似文献
7.
Marianne Jonker Aad van der Vaart Zoltan Bochdanovits Dorret Boomsma 《Statistica Neerlandica》2011,65(3):239-258
We consider estimation and testing of linkage equilibrium from genotypic data on a random sample of sibs, such as monozygotic and dizygotic twins. We compute the maximum likelihood estimator with an EM‐algorithm and a likelihood ratio statistic that takes the family structure into account. As we are interested in applying this to twin data we also allow observations on single children, so that monozygotic twins can be included. We allow non‐zero recombination fraction between the loci of interest, so that linkage disequilibrium between both linked and unlinked loci can be tested. The EM‐algorithm for computing the maximum likelihood estimator of the haplotype frequencies and the likelihood ratio test‐statistic, are described in detail. It is shown that the usual estimators of haplotype frequencies based on ignoring that the sibs are related are inefficient, and the likelihood ratio test for testing that the loci are in linkage disequilibrium. 相似文献
8.
分析了工业企业外购物品检验成本的两个组成部分:检验过程直接投入的要素成本和检验结果失准诱发的问接成本,并分析论证了二者的习性、平衡条件以及平衡点的计算方法及应用。 相似文献
9.
A frequently occurring problem is to find the maximum likelihood estimation (MLE) of p subject to p∈C (C⊂ P the probability vectors in R
k
). The problem has been discussed by many authors and they mainly focused when p is restricted by linear constraints or log-linear constraints. In this paper, we construct the relationship between the the
maximum likelihood estimation of p restricted by p∈C and EM algorithm and demonstrate that the maximum likelihood estimator can be computed through the EM algorithm (Dempster
et al. in J R Stat Soc Ser B 39:1–38, 1997). Several examples are analyzed by the proposed method. 相似文献
10.
网络隐私权及法律保护 总被引:1,自引:0,他引:1
网络时代的发展使隐私权和网络隐私权受到前所未有的严峻挑战,严重侵害了网络隐私权的发展,强化对网络隐私权的法律保护,已成为社会网络的当务之急。文章论述了隐私权及网络隐私权的含义,分析了侵害隐私权的主要表现形式,提出了网络隐私权保护的几点意见。 相似文献
11.
This paper presents a method for fitting a copula‐driven generalized linear mixed models. For added flexibility, the skew‐normal copula is adopted for fitting. The correlation matrix of the skew‐normal copula is used to capture the dependence structure within units, while the fixed and random effects coefficients are estimated through the mean of the copula. For estimation, a Monte Carlo expectation–maximization algorithm is developed. Simulations are shown alongside a real data example from the Framingham Heart Study. 相似文献
12.
本文分别介绍了转账支票正送与倒送两种结算方式的特点,买卖双方使用支票收付款业务的办理流程及账务处理,并分析了两种结算方式的选择因素及应注意的问题。 相似文献
13.
近年来,在互联网领域出现的"人肉搜索"现象,已经受到人们越来越多的关注。"人肉搜索"作为一种信息搜索工具,结合了现代网络技术与传统检索的优点。它从虚拟社区向现实世界的这次跳跃,得到的并不仅仅是掌声,还有质疑甚至恐俱。一方面,它具有一定的社会舆论监督意义;另一方面,它往往会涉及侵害个人的隐私权以及侵犯公民的其他正当权益。因此,在保护公民合法权益的同时,发挥"人肉搜索"的正面作用,并对其加以理性约束,具有重要的理论和现实意义。 相似文献
14.
本文以我国上市公司为研究样本,基于2015年我国股市非正常波动的特定事件,研究了网络股吧论坛的网络舆论压力对公司治理的影响。实证结果表明,网路舆论压力对我国上市公司的公司治理产生了显著的正向影响,中小投资者通过股吧网络平台发表的自身权益诉求得到了上市公司的积极回应。实证回归结果表明,中小投资者的权益保护诉求通过网络舆论压力的传导在国有控股的上市公司得到了积极显著的回应,而在非国有控股的上市公司网络舆论起到的公司治理作用并不显著;网络舆论对我国东中西部的上市公司产生的公司治理作用不存在显著差异。 相似文献
15.
Mixture regression models have been widely used in business, marketing and social sciences to model mixed regression relationships arising from a clustered and thus heterogeneous population. The unknown mixture regression parameters are usually estimated by maximum likelihood estimators using the expectation–maximisation algorithm based on the normality assumption of component error density. However, it is well known that the normality-based maximum likelihood estimation is very sensitive to outliers or heavy-tailed error distributions. This paper aims to give a selective overview of the recently proposed robust mixture regression methods and compare their performance using simulation studies. 相似文献
16.
新冠病毒肺炎疫情的爆发给面临复杂内外部环境挑战的中国经济带来极大外部冲击。疫情的高度传染性和不确定性对宏观经济领域总需求和总供给层面均造成不同程度的直接损失,同时也通过对产业链运行的影响、对就业的影响及中小微企业生存根基的挑战,给经济长期发展带来间接负面影响。面对疫情对经济的冲击,应以财政政策工具和货币政策工具为主帮助企业开展生产,以促进疫情带动的新产业和新发展模式助力经济恢复,以扶持中小企业应对危机并实现发展变革、增强经济活力,并以地方政府治理的系统性改革为提振市场信心提供保障。 相似文献
17.
Laura Girella Paola Rossi Stefano Zambon 《Business Strategy and the Environment》2019,28(7):1323-1340
Information used to manage the business and support the decision‐making of stakeholders is being subject to an evolution. In this context, traditional financial reporting is considered not sufficient anymore. This has translated into a sharp increase in the number of firms that have begun to adopt emerging reporting practices. This study aims to examine the influence that both firm‐ and country‐specific characteristics have on the voluntary uptaking of integrated reporting internationally. In order to do so, it analyses a sample of 71 international listed companies that have adopted this reporting form in 2016. The results show that firms are more likely to implement integrated reporting if they are located in countries with a higher level of corruption perception and a better risk rating and that are considered as relatively more collectivist and feminist and with a long‐term orientation. Legal system has resulted to be not significant. As for firms' characteristics, large size, profitability, market‐to‐book ratio, and the size of the board are found to be significant variables. Moreover, the results indicate that the adoption of integrated reporting is not influenced by a higher level of leverage, firm efficiency and board diversity and independence. 相似文献
18.
James H. McVittie Ana F. Best David B. Wolfson David A. Stephens Julian Wolfson David L. Buckeridge Shahinaz M. Gadalla 《Revue internationale de statistique》2023,91(1):72-87
Non-parametric estimation of the survival function using observed failure time data depends on the underlying data generating mechanism, including the ways in which the data may be censored and/or truncated. For data arising from a single source or collected from a single cohort, a wide range of estimators have been proposed and compared in the literature. Often, however, it may be possible, and indeed advantageous, to combine and then analyse survival data that have been collected under different study designs. We review non-parametric survival analysis for data obtained by combining the most common types of cohort. We have two main goals: (i) to clarify the differences in the model assumptions and (ii) to provide a single lens through which some of the proposed estimators may be viewed. Our discussion is relevant to the meta-analysis of survival data obtained from different types of study, and to the modern era of electronic health records. 相似文献
19.
Tom Brijs Dimitris Karlis † Gilbert Swinnen Koen Vanhoof Geert Wets Puneet Manchanda ‡ 《Statistica Neerlandica》2004,58(3):322-348
This paper describes a multivariate Poisson mixture model for clustering supermarket shoppers based on their purchase frequency in a set of product categories. The multivariate nature of the model accounts for cross-selling effects between the purchases made in different product categories. However, for computational reasons, most multivariate approaches limit the covariance structure by including just one common interaction term, or by not including any covariance at all. Although this reduces the number of parameters significantly, it is often too simplistic as typically multiple interactions exist on different levels. This paper proposes a theoretically more complete variance/covariance structure of the multivariate Poisson model, based on domain knowledge or preliminary statistical analysis of significant purchase interaction effects in the data. Consequently, the model does not contain more parameters than necessary, whilst still accounting for the existing covariance in the data. Practically, retail category managers can use the model to devise customized merchandising strategies. 相似文献
20.
拘泥于单个方面和视角不可能解决好中小企业融资问题。文章从宏观层面和微观层面两个层面和从内源融资、直接融资、间接融资三个角度提出了全面解决思路。 相似文献