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The traditional and readily available multivariate analysis of variance (MANOVA) tests such as Wilks' Lambda and the Pillai–Bartlett trace start to suffer from low power as the number of variables approaches the sample size. Moreover, when the number of variables exceeds the number of available observations, these statistics are not available for use. Ridge regularisation of the covariance matrix has been proposed to allow the use of MANOVA in high‐dimensional situations and to increase its power when the sample size approaches the number of variables. In this paper two forms of ridge regression are compared to each other and to a novel approach based on lasso regularisation, as well as to more traditional approaches based on principal components and the Moore‐Penrose generalised inverse. The performance of the different methods is explored via an extensive simulation study. All the regularised methods perform well; the best method varies across the different scenarios, with margins of victory being relatively modest. We examine a data set of soil compaction profiles at various positions relative to a ridgetop, and illustrate how our results can be used to inform the selection of a regularisation method. 相似文献
986.
Allison Kaiser Jones 《Serials Review》2018,44(3):188-192
AbstractThis article summarizes the North Carolina Serials Conference presentation “Green, Yellow, Red: Implementing a New Workflow for Collection Management at College of Charleston Libraries,” a case study evaluating a new workflow created by the Collection and Content Services Department at the College of Charleston Libraries to streamline the renewals process after significant departmental and staff changes. The librarians involved in creating the workflow found that they could not only use it to organize their renewals processes, but also to open communication with faculty regarding underutilized resources. 相似文献
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Kerry A. Lee PhD MSW Brenda Jones Harden PhD MSW Mishaska Jaramillo BS Taylor A. Norman BA Laura Jimenez Parra BA 《Child & Family Social Work》2023,28(1):37-52
A paucity of research has examined the individual and cumulative effects of conventional and expanded adverse childhood experiences (ACEs) on maternal functioning, especially among low-income Black mothers. Using self-report data from a subsample of Black mothers (N = 157) who participated in a larger study to evaluate the effectiveness of an urban public prekindergarten program in the mid-Atlantic region of the United States, we examined the prevalence of ACEs and the individual and cumulative effects of conventional (i.e., family trauma and dysfunction) and expanded (i.e., community stressors) ACEs on depression and health among low-income Black mothers. Findings indicated that Black mothers had more exposure to expanded than conventional ACEs. Hierarchical regression analyses revealed that experience of physical neglect was significantly associated with depression and physical abuse with compromised health, and perceived experience of racism was a predictor of depression and compromised health. More conventional and expanded ACEs were associated with clinical levels of depression and compromised health. Findings highlight the need for more research related to the impact of ACEs, especially expanded ACEs, on mental and behavioural health outcomes. Additionally, our findings indicate the need for more trauma-informed care to reduce and address the impact of individual and community-level adversities on low-income Black mothers. 相似文献
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Trevor Jones Richard Roberts Monder Ram 《International migration (Geneva, Switzerland)》2023,61(2):9-26
This article presents a historical reprise of 40 years of policy interest in ethnic minority businesses in the UK. It contrasts the pronouncements of policymakers with the reality of ethnic minority entrepreneurship. Such an exercise is surprisingly rare given the activism of policymakers in this arena and growing scholarly interest in this field. Our historical overview is informed by a novel research method that plots references to ethnic minority entrepreneurship in the British Houses of Parliament. Though the UK has been the site of some interesting policy experiments on ethnic minority entrepreneurship, their impact has been slight when set against the context of broader political-economic change. 相似文献
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This research tested hypotheses concerning the effects of organizational affiliation, differences among managers nested within organizational affiliation, degree of price competition and selected demographic and psychological traits of managers on economic behavior and performance. Experimental gaming in a behavioral science laboratory was used with a group of 60 subjects who were managers of Indiana supermarkets. The results support the influence of economic factors on the behavior and performance of managers. Degree of price competition imposed by the researchers significantly affected pricing decisions. At the same time, factors not usually considered in the static theory of the firm, such as organizational affiliation, had a significant influence on behavior and performance. While psychological and demographic traits generally did a poor job of explaining manager behavior, their effect may have been masked by the main treatments to which subjects were exposed. Realism in the experiment was not as high as expected, but the approach used was judged to be superior to alternative approaches. 相似文献
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