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1.
In social science research, a common topic in multiple regression analysis is to compare the squared multiple correlation coefficients in different populations. Existing methods based on asymptotic theories (Olkin & Finn, 1995) and bootstrapping (Chan, 2009) are available but these can only handle a 2-group comparison. Another method based on structural equation modeling (SEM) has been proposed recently. However, this method has three disadvantages. First, it requires the user to explicitly specify the sample R2 as a function in terms of the basic SEM model parameters, which is sometimes troublesome and error prone. Second, it requires the specification of nonlinear constraints, which is not available in some popular SEM software programs. Third, it is for a 2-group comparison primarily. In this article, a 2-stage SEM method is proposed as an alternative. Unlike all other existing methods, the proposed method is simple to use, and it does not require any specific programming features such as the specification of nonlinear constraints. More important, the method allows a simultaneous comparison of 3 or more groups. A real example is given to illustrate the proposed method using EQS, a popular SEM software program.  相似文献   

2.
Theoretical and technical research in structural equation modeling (SEM) focuses on the procedures per se rather than on substantive applications of the procedures. An earlier bibliography annotated nearly 300 technical publications about latent variable models. Since that bibliography was published in 1991, there has been a distinct surge in theoretical‐technical publications, organized around model evaluation, multifaceted extensions to levels, groups, and occasions, ordinal level data, statistical power, categorical data, and new computer programs (Mx, MECOSA, RAMONA, SEPath). This article updates the earlier bibliography to acknowledge the growth of more specialized refinements of SEM and to guide developers, researchers, and instructors. As an indicator of the surge in this literature, over 320 new publications are annotated in this version within a 9‐part categorization system. The groupings were selected to be reasonably exhaustive and not too extensive, resulting in this set: (a) Model Specification and Identification, (b) Model Estimation (including asymptotics), (c) Model Testing, Evaluation, and Modification, d) Monte Carlo/Simulation, (e) Reviews and Critiques/Debates, (0 Introductory and Pedagogical, (g) Philosophical, (h) Special Purpose Models (e.g., multitrait‐multimethod, multilevel, behavior genetics, developmental/change), and (i) Computer Programs and Programming.  相似文献   

3.
多种群协同演化遗传算法   总被引:1,自引:0,他引:1  
通过分析影响遗传算法的要素,同时借鉴生物遗传学,提出了多种群协同演化遗传算法.  相似文献   

4.
Structural equation modeling (SEM) is a versatile statistical modeling tool. Its estimation techniques, modeling capacities, and breadth of applications are expanding rapidly. This module introduces some common terminologies. General steps of SEM are discussed along with important considerations in each step. Simple examples are provided to illustrate some of the ideas for beginners. In addition, several popular specialized SEM software programs are briefly discussed with regard to their features and availability. The intent of this module is to focus on foundational issues to inform readers of the potentials as well as the limitations of SEM. Interested readers are encouraged to consult additional references for advanced model types and more application examples.  相似文献   

5.
Multivariate meta-analysis has become increasingly popular in the educational, social, and medical sciences. It is because the outcome measures in a meta-analysis can involve more than one effect size. This article proposes 2 mathematically equivalent models to implement multivariate meta-analysis in structural equation modeling (SEM). Specifically, this article shows how multivariate fixed-, random- and mixed-effects meta-analyses can be formulated as structural equation models. metaSEM (a free R package based on OpenMx) and Mplus are used to implement the proposed procedures. A real data set is used to illustrate the procedures. Formulating multivariate meta-analysis as structural equation models provides many new research opportunities for methodological development in both meta-analysis and SEM. Issues related to and extensions on the SEM-based meta-analysis are discussed.  相似文献   

6.
In social science research, an indirect effect occurs when the influence of an antecedent variable on the effect variable is mediated by an intervening variable. To compare indirect effects within a sample or across different samples, structural equation modeling (SEM) can be used if the computer program supports model fitting with nonlinear constraints. However, such an option is not routinely available in every popular software program. In this study, the basic idea of generating covariance-equivalent models in SEM is given and a sequential model fitting method is proposed as an alternative without the need to use nonlinear constraints. Under this method, the hypothesized model is transformed into a set of successive covariance-equivalent models so that an indirect effect is reparameterized as a single model parameter in the final transformed model. Real examples are given to illustrate how the proposed method is implemented using EQS, a SEM program that currently does not support the analysis with nonlinear constraints.  相似文献   

7.
While adherence to medication remains a problematic area in the care of chronically ill elderly, an extended model that incorporates the interaction of studied variables remains a blank spot. Anchored on Ajzen's Theory of Planned Behavior, this article details our efforts to develop and test a model of medication adherence among Filipino elderly relative to their medication belief, follow-up visits, consultation satisfaction, memory task, trust with physician, perceived stress, memory strategies, social support, memory load, depression, length of time taking the medication, number of conditions, and self-efficacy with medication adherence. Structural equation modeling (SEM) was employed to study causalities among all parameters. With the participation of 325 older adults located in District IV, Sampaloc, Manila, data needed were gathered through a multiaspect questionnaire consisting of a robotfoto, a memory strategy usage measure, an eight-scale Morisky Medication Adherence Scale, a 15-item Geriatric Depression Scale, a General Self-efficacy Scale, a Consultation Satisfaction Questionnaire, and a Perceived Stress Scale. Data were analyzed using AMOS version 19. Results revealed that depression, trust with physician, and number of conditions affect adherence positively, while event-based memory, consultation satisfaction, memory load, and external memory strategy affect it otherwise. Some suggested variables were found to have no impact at all. As this study reveals, careful consideration should be given to multiple factors, and their interrelationship should be examined well. Because many factors can influence medication adherence behavior of the elderly, and because the reasons for their noncompliance are also varied, multifaceted solutions must be developed.  相似文献   

8.
Structural equation modeling: Back to basics   总被引:1,自引:0,他引:1  
Major technological advances incorporated into structural equation modeling (SEM) computer programs now make it possible for practitioners who are basically unfamiliar with the purposes and limitations of SEM to use this tool within their research contexts. The current move by program developers to market more user friendly software packages is a welcomed trend in the social and behavioral science research community. The quest to simplify the data analysis step in the research process has—at least with regard to SEM—created a situation that allows practitioners to apply SEM but forgetting, knowingly ignoring, or most dangerously, being ignorant of some basic philosophical and statistical issues that must be addressed before sound SEM analyses should be conducted. This article focuses on some of the almost forgotten topics taken here from each step in the SEM process: model conceptualization, identification and parameter estimation, and data‐model fit assessment and model modification. The main objective is to raise awareness among researchers new to SEM of a few basic but key philosophical and statistical issues. These should be addressed before launching into any one of the new generation of SEM software packages and being led astray by the seemingly irresistible temptation to prematurely start “playing” with the data.  相似文献   

9.
This study evaluated the test–retest reliability of two parenting measures: the Parent Behavior Importance Questionnaire‐Revised (PBIQ‐R) and Parent Behavior Frequency Questionnaire‐Revised (PBFQ‐R). These self‐report parenting behavior assessment measures may be utilized as pre‐ and post‐parent education program measures, with parents as well as nonparent respondents. The questionnaires are based on the parent development theory, with the parenting behaviors corresponding to theory and current parenting literature. Thus, respondents' relative weighting of importance (PBIQ‐R) or frequency (PBFQ‐R) of positive, supportive parenting as well as negative behaviors may be determined through questionnaire responses. Test–retest reliability estimates suggest psychometric strength. Results are discussed relative to parenting theory and research, as well as school psychology policy and practice. © 2011 Wiley Periodicals, Inc.  相似文献   

10.
Broad‐band or multidimensional behavior‐rating scales are common tools for evaluating children. Two popular behavior‐rating scales, the Behavior Assessment System for Children, Second Edition (BASC‐2; Reynolds & Kamphaus, 2004) and the Child Behavior Checklist (CBCL; Achenbach & Rescorla, 2000), have undergone downward extensions so that the preschool versions are available for children as young as 18 months. Limited research, however, has been conducted on the preschool versions of the BASC‐2 and CBCL. This study examined the consistency of results from the two preschool versions when completed by parents of clinically referred preschoolers. Comparisons of similarly named scales found significant correlations. Mean scores for several of the constructs were significantly different, however, and often resulted in inconsistent classification decisions. © 2010 Wiley Periodicals, Inc.  相似文献   

11.
There is growing concern over the number of young children who display challenging behavior and preschool teachers are reporting children’s challenging behavior as their greatest concern. Program-wide Positive Behavior Support (PWPBS) is a promising model for supporting appropriate behavior and decreasing challenging behavior in early childhood programs. Implementation in early childhood settings is relatively new and guidance on how to implement PWPBS in early childhood settings is growing. This article documents the implementation process for an early childhood program serving children from 6 weeks to 5 years of age, shares lessons learned and offers practical advice for getting started with PWPBS.  相似文献   

12.
While definitions for, and assessments of, the quality of degree programs in higher education are varied, in criminal justice the field has determined a quality program is one that meets certain standards involving such areas as program mission, curriculum, faculty credentials, and resources determined through “academic certification” by the Academy of Criminal Justice Sciences (ACJS).The problem is few programs have pursued certification and almost no research has otherwise assessed degree program quality. Using data collected from the population of bachelor’s degree programs in criminal justice (BCJ) operating during 2015–2016 (N = 670), this study assessed program curriculum using ACJS standards, and examined institutional, departmental, and programmatic influences on the number of standards met. Results indicated BCJ programs met few curriculum standards, and that departmental factors were especially significant influences on the number of standards met. These results warrant revisiting accreditation as the mechanism for insuring the quality of criminal justice academic programs.  相似文献   

13.
Bringing effective practices to scale across large systems requires attending to how information and belief systems come together in decisions to adopt, implement, and sustain those practices. Statewide scaling of the Pyramid Model, a framework for positive behavior intervention and support, across different types of early childhood programs (i.e., Head Start, early childhood special education, and school readiness) is used to describe how decision-making models may enhance professional development efforts. Research Findings: A theoretical model is presented based on implementation science, empirical knowledge, and practice evidence from one state’s experience trying to bring the Pyramid Model to scale across different types of early childhood programs. In this model, attention is given to how professional development systems may need to extend beyond the current focus on enhancing knowledge and skills to also address the belief systems of practitioners, administrators, and policymakers that influence implementation. Practice or Policy: Decision making and program characteristics are discussed relative to competency, organizational, and leadership drivers that may vary between different types of early childhood programs. Implications for statewide professional development systems and future research are discussed.  相似文献   

14.
A directly applicable latent variable modeling procedure for classical item analysis is outlined. The method allows one to point and interval estimate item difficulty, item correlations, and item-total correlations for composites consisting of categorical items. The approach is readily employed in empirical research and as a by-product permits examining the latent structure of tentative versions of multiple-component measuring instruments. The discussed procedure is straightforwardly utilized with the increasingly popular latent variable modeling software Mplus, and is illustrated on a numerical example.  相似文献   

15.
This study examined the extent to which teacher ratings of student behavior via the Social, Academic, and Emotional Behavior Risk Screener (SAEBRS) predicted academic achievement in math and reading. A secondary purpose was to compare the predictive capacity of three SAEBRS subscales corresponding to social, academic, or emotional domains of behavior. Universal screening was conducted to evaluate 1,058 elementary students’ performance in both reading and math, which were then combined to form a composite estimate of overall academic performance. Results indicated that the SAEBRS composite scale and all three subscales each individually predicted academic performance. Results further indicated that the SAEBRS Academic Behavior subscale was the best predictor of academic performance. Furthermore, the SAEBRS Social Behavior scale was found to function as a net suppressor variable, enhancing the capacity of Academic Behavior to predict academic performance via the suppression of variance irrelevant relative to academic performance. Follow‐up path analyses suggested Academic Behavior also served as a mediating variable, as it partially accounted for the relationship between Social Behavior and academic performance. Implications for educators and limitations of this study are discussed.  相似文献   

16.
Genetics is the cornerstone of modern biology and understanding genetics is a critical aspect of scientific literacy. Research has shown, however, that many high school graduates lack fundamental understandings in genetics necessary to make informed decisions or to participate in public debates over emerging technologies in molecular genetics. Currently, much of genetics instruction occurs at the high school level. However, recent policy reports suggest that we may need to begin introducing aspects of core concepts in earlier grades and to successively develop students’ understandings of these concepts in subsequent grades. Given the paucity of research about genetics learning at the middle school level, we know very little about what students in earlier grades are capable of reasoning about in this domain. In this paper, we discuss a research study aimed at fostering deeper understandings of molecular genetics at the middle school level. As part of the research we designed a two-week model-based inquiry unit implemented in two 7th grade classrooms (N = 135). We describe our instructional design and report results based on analysis of pre/post assessments and written artifacts of the unit. Our findings suggest that middle school students can develop: (a) a view of genes as productive instructions for proteins, (b) an understanding of the role of proteins in mediating genetic effects, and (c) can use this knowledge to reason about a novel genetic phenomena. However, there were significant differences in the learning gains in both classrooms and we provide speculative explanations of what may have caused these differences.  相似文献   

17.
This study used Azjen's Theory of Planned Behavior to examine how pro-recycling and pro-environmental messaging delivered by religious leaders affects stated recycling behavior among ethnic minorities. Using data collected from 12 religious institutions in three Ontario, Canada, communities, a promotion and education program was developed to: (1) increase awareness about existing waste management programs in the region; (2) describe what materials should be recycled; (3) highlight the importance of recycling (to the individual, to the community, and to the environment; and (4) make a direct appeal asking households to participate in their region's recycling programs. Post implementation of the P&E campaign, respondents indicated a statistically significant increase in positive attitudes toward recycling, moral norms, levels of perceived behavioral control, and awareness of recycling consequences. Perceived behavioral control, situational factors, attitudes, and moral norms were found to be the most significant predictors of recycling intention. Community leaders were demonstrably more successful in affecting positive change in stated recycling behavior among minorities relative to previous municipal promotion and education efforts.  相似文献   

18.
The aim of this article is to consider models incorporating principal components from the perspective of structural equation modeling. These models include the principal component analysis of patterned matrices, multiple analysis of variance based on principal components, and multigroup principal component analysis. We demonstrate that these models can be fit readily using the programs LISREL 8 and Mx. The models and certain extensions are discussed, and several illustrations are given.  相似文献   

19.
Behavior rating scales are popular assessment tools but more research is needed on the preschool versions of the instruments, particularly with referred samples of preschoolers. This study examined the comparability of results from parent ratings on the preschool versions of the Child Behavior Checklist (CBCL/1.5‐5, Achenbach & Rescorla, 2000) and the Clinical Assessment of Behavior‐Parent form (CAB‐P, Bracken & Keith, 2004) with 74 clinically referred preschoolers. While pairs of similarly named scales from the two instruments received significant correlations, mean scores from the CBCL/1.5‐5 were significantly higher than those from the CAB‐P. Classification consistency was a concern as well. School psychologists are urged to be cautious in their interpretation of results from preschool behavior rating scales.  相似文献   

20.
Ethics education in criminal justice programs has increased in popularity, but instructors sometimes struggle to teach ethics in such a way that students retain what they have learned and apply ethical principles in the criminal justice field upon graduation. The current research highlights that there are several benefits of presenting ethical dilemmas to students through popular movies such as Mississippi Burning and Road to Perdition. Compared to the control group (Section A) that was taught in a traditional lecture format, students who were required to identify ethical dilemmas in movies (Section B) were more likely to understand the complexities of such situations, to rate unethical behavior properly, and to see how ethical principles could be applied to their everyday lives.  相似文献   

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