Modelling multilevel data in multimedia : A hierarchical factor analysis approach

Multimedia content understanding research requires rigorous approach to deal with the complexity of the data. At the crux of this problem is the method to deal with multilevel data whose structure exists at multiple scales and across data sources. A common example is modeling tags jointly with images to improve retrieval, classification and tag recommendation. Associated contextual observation, such as metadata, is rich that can be exploited for content analysis. A major challenge is the need for a principal approach to systematically incorporate associated media with the primary data source of interest. Taking a factor modeling approach, we propose a framework that can discover low-dimensional structures for a primary data source together with other associated information. We cast this task as a subspace learning problem under the framework of Bayesian nonparametrics and thus the subspace dimensionality and the number of clusters are automatically learnt from data instead of setting these parameters a priori. Using Beta processes as the building block, we construct random measures in a hierarchical structure to generate multiple data sources and capture their shared statistical at the same time. The model parameters are inferred efficiently using a novel combination of Gibbs and slice sampling. We demonstrate the applicability of the proposed model in three applications: image retrieval, automatic tag recommendation and image classification. Experiments using two real-world datasets show that our approach outperforms various state-of-the-art related methods.

A university-wide ePortfolio initiative at Federation University Australia: software analysis, test-to-production, and evaluation phases

This paper describes an ePortfolio implementation strategy at Federation University Australia, Victoria (formerly the University of Ballarat). The authors combined a personal and practical viewpoint to elicit pitfalls, challenges, and recommendations for improvement. The paper is divided into three main areas in order to outline the experiments that occurred. The first section provides a standard literature review around ePortfolio adoption as well as a research-based analysis of available ePortfolio software at Australian universities. The second part depicts the University’s ePortfolio implementation strategy that focused on “test-to-production” and technology dissemination phases. This section is based on the authors’ personal viewpoint of ePortfolio adoption at a university where a “top-down management decision making model” (Slade, Murfin, & Readman, 2013, p. 178) was used. Third, the evaluation strategy is reported, which was based on similar research conducted at Australian universities (Hallam & Creagh, 2010; Hallam, Harper, Hauville, Creagh, & McAllister, 2009). This part is offered as a modest-scoped, mixed methods evaluation process. The paper extends on ePortfolio implementation strategies (Bell & White, 2013; Coffey & Ashford-Rowe, 2014; Jarrott & Gambrel, 2011; Lambert & Corrin, 2007; Ring & Ramirez, 2012; Slade et al., 2013) and software analysis (ACODE, 2011; Slade et al., 2013). Recommendations are made for the careful integration of pre- and post-rollout of ePortfolio programs with face-to-face ePortfolio tutor support, offering online resources and alternative portfolio-making options for students with poor broadband access.

Research designs and scientific identity in marketing journals: review and evaluation

Purpose - This research is based upon the assumption that the empirical research designs and the scientific identity of a journal are related. The objective is to review and evaluate the empirical research design of papers to determine the scientific identity of a selection of academic marketing journals. Design/methodology/approach – The journal sample consists of the Australasian Marketing Journal (AMJ), the European Journal of Marketing (EJM) and the Journal of Marketing (JM). The review and evaluation considers a six-year period, namely 2000-2005. The content analysis consisted of 811 papers. Findings – The scientific identity of JM may be seen as built upon quantitative research designs and the North American paradigm of research values. The scientific identity of AMJ is based upon a mix of empirical research designs and the Australian paradigm of research values. The scientific identity of EJM is also based upon a mix of empirical research designs, but a multi-continental paradigm of research values. Research limitations/implications – The leading continental journals in marketing maintain a scientific identity based upon the continental paradigm of research values. If it is driven to the extremes, a paradigmatic myopia and inertia of research designs may evolve that limit the scientific identity to be dogmatic and narrow-focused rather than variable and broad-focused. Originality/value – A cross-continental eview and evaluation of research designs and scientific identity of academic marketing journals is presented.

An exploratory analysis of the factors that influence food choice among young women

Food sales represent a significant proportion of hospitality industry income; however, little research has been conducted into the factors that influence food purchasing behaviour. This study employed a sequential mixed method research design to identify the factors that influence food choice among 18-30-year-old females. The study is important because this age group has considerable spending power and has been found to have different consumption priorities to their male counterparts. While confirming the importance of previous studies, this study found that physical health, time, marketing, price, and the quality of food are major factors of influence in the purchasing and consumption decision.

Qualitative analysis of the care of children in hospital in four countries : part 2

As part of a large study of the care of children in Australian, British, Indonesian, and Thai hospitals, qualitative methods were used to examine differences influenced by culture. Two groups were surveyed: parents of hospitalized children, and staff caring for them. Vignettes were used to invoke discussion, and content analysis was used to examine the data. Subjects were interviewed singly, or in focus groups. These interviews were audiotaped and transcribed for analysis. This article is the second of a two-part series, and includes results of the staff's interviews and discussion. The parents' results and discussion were published in Part 1 (Shields [amp ] King, 2001). Staff in all the countries considered communication with parents to be an important part of care of the hospitalized child, and this was consistent with the parents' responses. Staff were mindful of safe practices, though more so in Australia and Britain than Indonesia and Thailand. Cost of treatment for the parents was an important consideration for staff in Indonesia and Thailand when they were planning care for the child. Cultural constructions were more likely to be considered by the Australian and British staff than the Indonesian and Thai staff, and this may have been influenced by the prevailing culture of medical dominance in those countries.

Qualitative analysis of the care of children in hospital in four countries : part 1

As part of a large study of the care of children in Australian, British, Indonesian, and Thai hospitals, qualitative methods were used to examine differences influenced by culture. Two groups were surveyed: parents of hospitalized children, and staff caring for them. Vignettes were used to invoke discussion, and content analysis was used to examine the data. Subjects were interviewed singly, or in focus groups. These interviews were audiotaped and transcribed verbatim. The data were explored by using content analysis to extract themes of understanding of cultural experiences. This article is the first of a two-part series, and includes a review of the literature, description of the methods used, and results of the parents' interviews. The staff results and discussion will be published in Part 2. Analysis revealed that parents in all countries were primarily concerned with treating the child's illness and the child's recovery. Parents were concerned with their work (employment), but this was a much larger consideration in Indonesia and Thailand, where no social security systems exist, than in Australia and Britain. Communication with staff was the most commonly mentioned theme for parents, indicating that irrespective of the culture in which the care was given, good communication between parents and staff was of paramount importance.

An integrated student support framework for a Malaysian university

This thesis reports on an investigation at the University Tun Abdul Razak (UNITAR), Malaysia focused on students’ needs for student support services. The research addressed a new problem in distance education concerning institutional practices and strategies for providing student support within blended learning contexts, such as at UNITAR. The thesis addresses important matters related to the use of forms of education to address Malaysia’s social, political and economic development.

The study had two main research purposes. The first purpose was to investigate what barriers UNITAR’s students had to completing their study successfully. The second was to investigate students’ support services needs. The latter was divided into six subsidiary purposes. The first subsidiary purpose was to identify and compare the students’ needs intensity for the four categories of support services: administrative, academic, welfare and post-study services. The second subsidiary purpose was to investigate whether there is any correlation between students’ attributes of age, gender, marital status, number of children, enrollment status, distance from learning centre, academic abilities, course satisfaction and academic achievement, with their support needs. The other subsidiary purposes were to compare needs intensity for the four categories of services between men and women, younger and mature-age students, and lower and higher academic achievers.

The research design employed mixed methods, involving both qualitative and quantitative techniques. A series of interviews was conducted with UNITAR staff members during an inventory study of the University. Then, the students were surveyed through a questionnaire that contained closed-ended and openended questions. After analysing and compiling the results of the survey, another cycle of surveys was conducted with selected staff members through email, to validate the findings and obtain their feedback to the students’ views and their suggestions for future improvement. The quantitative survey data were analysed using SPSS, whereas the qualitative data from interview, survey and email were analysed by using content analysis techniques.

The findings of the study demonstrated that UNITAR’s students have problems in their study, which are related to their demographic and institutional attributes, and these affect their needs for four categories of support services. Generally, students attached the highest priority to academic services, followed by post-study services, administrative services and, lastly, welfare services. Four patterns of associations between students’ attributes and support services needs were identified. In particular, support services needs differences were identified between men and women, younger and mature-age students, and lower achieving and higher achieving students.

Drawing the findings of this study, relevant past studies, contemporary practices and constructive views of scholars from the relevant literature, the thesis concludes by proposing an integrated student support framework for UNITAR and suggest how this may be considered and applied more broadly in similar blended learning contexts in Malaysia and beyond.

Fifteen good years : an analysis of publications in Management International Review

• This article presents a content analysis of Management International Review for the fifteen-year period 1993–2007. A total of 360 papers appearing in the journal during that period were analyzed to identify the key trends in the evolution of Management International Review.

• The five major themes addressed included an examination of the nature of authorship, an identification and ranking of the most prolific authors, an evaluation of the characteristics of the articles, recognition of the most influential articles based on the number of citations they received, and an uncovering of the specific thematic areas within the published articles.

• The study combines publishing productivity and citation analyses. The conclusions derived from the study are presented and some guidelines for future research provided.

Online corporate social responsibility communication by Australian SMEs : a framework for website analysis

There has been almost no IS related corporate social responsibility (CSR) research on small and medium enterprises (SMEs), and most non-IS research does not examine how SMEs use websites to communicate their CSR initiatives. This paper develops and applies a framework to report on the results of an exploratory content analysis of 33 Australian SME websites in the Information Media/Telecommunications and Accommodation/ Food Services sectors which communicate CSR initiatives online.

Managing post-discharge care at home: an analysis of patients' and their carers' perceptions of information received during their stay in hospital

This small-scale study carried out in a Melbourne metropolitan hospital explored patients’ and their carers’ perceptions of information, adequacy of information, and their utilization of information concerning post-discharge care received from health professionals during their stay in hospital. The research design consisted of two stages. Stage one involved a qualitative approach using focused interviews of five pairs of patients and their carers, 2 weeks after discharge from hospital. Five main themes emerged from the content analysis of the interview transcripts: information given by health professionals to patients and carers, patients’ and carers’ psychological well-being, activities of daily living, caring tasks of the patients, and community linkages. A quantitative approach was used for stage two involving two sets of questionnaires, one for the patient and one for the carer, developed from the themes identified in stage one. A pilot study was conducted on three pairs of patients and their carers, 2 weeks after discharge from hospital. The main study consisted of a convenience sample of 40 pairs of patients and their carers who completed the questionnaires 2 weeks post-discharge. Data analysis of stage two of the study consisted of descriptive statistics and cross-tabulations. The main findings suggested that carers received very little information from health professionals concerning their patients’ health problems and care at home. The carers’ health and employment states were often not considered in their patients’ discharge plan. Carers who were present with their patients when they received information concerning post-discharge care experienced a decrease in anxiety during their patients’ convalescence at home, greater satisfaction with the information they received, and their patients experienced fewer medical problems post-discharge. The implications for nursing practice and research include recommendations for a more effective system of discharge planning, and further research to include a larger population with a more varied group of participants.

Nurses' understanding of patient-centred care in Bhutan

Aim The purpose of the study was to explore nurses' perceptions and understanding of patient-centred care (PCC) in Bhutan. Background Nurses' perceptions and understanding of PCC in Bhutan are unknown. Methods A non-probability convenience sample was taken and a mixed method (quantitative and qualitative descriptive) used. Survey questionnaires were administered to 87 Bhutanese nurses in three types of hospitals -- the National Referral Hospital, the regional referral hospital and the district hospital. Descriptive statistics including frequency distribution, mean and standard deviation (SD) were used for analysis. Spearman's correlation coefficients were used to investigate relationships between demographic variables. Results The nursing labour force in Bhutan knows which behaviours are considered necessary for practising PCC. The mean (SD) rating of behaviours considered critical for practising PCC was 4.29 (0.22), five being the highest score. Bhutanese nurses described PCC, according to qualitative descriptive analysis, as being based on individual patient assessment (22/87 or 25% of respondents), using a holistic model of care (38/87 or 44%) that was based on evidence (38/87 or 44%). A higher level of education (79/87 or 91%) was found to be the main factor that would facilitate the development of PCC, while inadequate staffing, in terms of insufficient numbers of staff and lack of advanced practitioners (56/87 or 64%), was revealed as the main factor that hinders development of PCC. Conclusion Bhutanese nurses believed certain behaviours were critical to PCC. Reform of higher nursing education, putting an emphasis on PCC, would improve nursing practice and increase its scope.

On exploratory factor analysis: a review of recent evidence, an assessment of current practice, and recommendations for future use

Exploratory factor analysis (hereafter, factor analysis) is a complex statistical method that is integral to many fields of research. Using factor analysis requires researchers to make several decisions, each of which affects the solutions generated. In this paper, we focus on five major decisions that are made in conducting factor analysis: (i) establishing how large the sample needs to be, (ii) choosing between factor analysis and principal components analysis, (iii) determining the number of factors to retain, (iv) selecting a method of data extraction, and (v) deciding upon the methods of factor rotation. The purpose of this paper is threefold: (i) to review the literature with respect to these five decisions, (ii) to assess current practices in nursing research, and (iii) to offer recommendations for future use. The literature reviews illustrate that factor analysis remains a dynamic field of study, with recent research having practical implications for those who use this statistical method. The assessment was conducted on 54 factor analysis (and principal components analysis) solutions presented in the results sections of 28 papers published in the 2012 volumes of the 10 highest ranked nursing journals, based on their 5-year impact factors. The main findings from the assessment were that researchers commonly used (a) participants-to-items ratios for determining sample sizes (used for 43% of solutions), (b) principal components analysis (61%) rather than factor analysis (39%), (c) the eigenvalues greater than one rule and screen tests to decide upon the numbers of factors/components to retain (61% and 46%, respectively), (d) principal components analysis and unweighted least squares as methods of data extraction (61% and 19%, respectively), and (e) the Varimax method of rotation (44%). In general, well-established, but out-dated, heuristics and practices informed decision making with respect to the performance of factor analysis in nursing studies. Based on the findings from factor analysis research, it seems likely that the use of such methods may have had a material, adverse effect on the solutions generated. We offer recommendations for future practice with respect to each of the five decisions discussed in this paper.

Different thermal analysis technique application in determination of fold surface-free energy

In this work, the crystallization rates and spherulitic growth rate of miscible blends of poly(vinylidene fluoride) (PVDF) and acrylic rubber (ACM) were determined using differential scanning calorimetry (DSC), real-time FTIR, and optical microscopy. FTIR results suggest that blending does not induce the creation of polymorphic crystalline forms of PVDF. SAXS data demonstrate the formation of interlamellar structure after blending. The fold surface-free energy (σ e) was analyzed and compared using different thermal analysis techniques. The isothermal crystallization curves obtained using real-time FTIR and DSC explored in two different methods: t 1/2 or Avrami equation. While the Avrami equation is more widespread and precise, both analytical methods gave similar free energy of folding values. However, it was found that the direct optical method of measuring spherulitic growth rate yields σ e values 30-50 % lower than those obtained from the overall crystallization rate data. Conversely, the σ e values were found to increase with increasing amorphous ACM phase content regardless of the analytical methods.

The current status of related party disclosure in India: a longitudinal analysis

Purpose – This study investigates the status of related party disclosure in an emerging economy, that is, India. The reason behind concentrating on India is due to its opening of the economy in 1991 to attract foreign investment. Hence, it is significant that investors are provided with credible information. The accounting value of ‘secrecy’ underlying India and the voluntary nature of detailed reporting about related parties in this country further motivated the present study.
Methodology/Approach – The research method includes a content analysis of the ‘related party disclosure’ section of annual reports of a sample of Indian companies for the financial years 2002–2006.
Findings – Indian companies disclosed more than the required minimum level of related party disclosure as required in the Indian accounting standard. No association between related party disclosure with market capitalization, industry affiliation and foreign listing was found for the year 2006. However, when the scores of all the five years 2002–2006 were considered manufacturing and automotive companies disclosed more about related parties than diversified, service and technology.
Research Limitations – The limitations of our findings rests upon the fact that we have not examined the effect of factors such as the composition of management of each company and the presence of Indians/Non-Indians in management.
Originality/Value of the Paper – Most studies exploring disclosure practices are directed towards developed countries. The disclosure practices in developing countries is an under researched area. This paper contributes towards the existing literature by taking the case of an emerging economy, that is, India.

Integrating environmental sustainability considerations into food and nutrition policies : insights from Australia's national food plan

The environmental sustainability (ES) of food systems is a critical challenge for policy makers. This is a highly contested policy area with differing views among stakeholders. The aim of the study was to develop a better understanding of how ES considerations are addressed in Australian food and nutrition policies and the way that consultation processes affect final policy outcomes. A mixed-methods study design combined a detailed chronology of key policy developments (2009-2015), a content analysis of written submissions obtained during the NFP's consultation period (2011-2013) and a frame analysis of the sustainability perspectives - efficiency, demand restraint, and system transformation - in the NFP's Issues, Green, and White Papers. There were 555 written submissions responding to two consultation papers. Stakeholders represented all sectors of Australia's food system including government, non-government organizations, the food supply chain, research and academic institutions, and members of the general public. Around 74% of submissions referred to ES considerations and ~65% supported their inclusion into the final policy. Efficiency frames were most dominant; emphasizing a production-oriented approach that regards the environment as a natural resource base for food production but overlooks consumption and equity concerns. Despite strong support for the inclusion of ES considerations in the NFP, the influence of Australia's socio-political context, powerful, industry-dominated stakeholders, and a reliance on traditional production-oriented perspectives delivered a business-as-usual approach to food policy making. It has since been replaced by an agricultural strategy that provides only cursory attention to ES. Our findings indicate that Australia's political environment is not sufficiently mature for ES considerations to be integrated into food and nutrition policies. We propose reforms to the current consultation process in Australia to better support this integration by promoting greater transparency and participation in the development of food and nutrition policy making.