Robust-diagnostic regression : a prelude for inducing reliable knowledge from regression

Regression lies heart in statistics, it is the one of the most important branch of multivariate techniques available for extracting knowledge in almost every field of study and research. Nowadays, it has drawn a huge interest to perform the tasks with different fields like machine learning, pattern recognition and data mining. Investigating outlier (exceptional) is a century long problem to the data analyst and researchers. Blind application of data could have dangerous consequences and leading to discovery of meaningless patterns and carrying to the imperfect knowledge. As a result of digital revolution and the growth of the Internet and Intranet data continues to be accumulated at an exponential rate and thereby importance of detecting outliers and study their costs and benefits as a tool for reliable knowledge discovery claims perfect attention. Investigating outliers in regression has been paid great value for the last few decades within two frames of thoughts in the name of robust regression and regression diagnostics. Robust regression first wants to fit a regression to the majority of the data and then to discover outliers as those points that possess large residuals from the robust output whereas in regression diagnostics one first finds the outliers, delete/correct them and then fit the regular data by classical (usual) methods. At the beginning there seems to be much confusion but now the researchers reach to the consensus, robustness and diagnostics are two complementary approaches to the analysis of data and any one is not good enough. In this chapter, we discuss both of them under the unique spectrum of regression diagnostics. Chapter expresses the necessity and views of regression diagnostics as well as presents several contemporary methods through numerical examples in linear regression within each aforesaid category together with current challenges and possible future research directions. Our aim is to make the chapter self-explained maintaining its general accessibility.

A pilot study of a telephone-based parental intervention to increase fruit and vegetable consumption in 3-5 year old children

Objective : To examine the potential efficacy of a brief telephone-based parental intervention in increasing fruit and vegetable consumption in children aged 3–5 years and to examine the feasibility of intervention delivery and acceptability to parents.

Design : A pre–post study design with no comparison group. Telephone surveys were conducted approximately 1 week before and following intervention delivery.
Setting Participants were recruited through pre-schools in the Hunter region, New South Wales, Australia.

Subjects : Thirty-four parents of 3–5-year-olds received four 30-min interventional telephone calls over 4 weeks administered by trained telephone interviewers. The scripted support calls focused on fruit and vegetable availability and accessibility within the home, parental role modelling of fruit and vegetable consumption and on implementing supportive family eating routines.

Results : Following the intervention, the frequency and variety of fruit and vegetable consumption increased (P = 0·027), as measured by a subscale of the children's dietary questionnaire. The intervention was feasible to be delivered to parents, as all participants who started the intervention completed all four calls, and all aspects of the interventional calls, including the number, length, content, format and relevance, were considered acceptable by more than 90 % of parents.

Conclusions : A brief telephone-based parental intervention to encourage fruit and vegetable consumption in pre-school-aged children may be effective, feasible and acceptable. Further investigation is warranted in a randomised controlled trial.

Diversity and thermal comfort in outdoor places

Sustainable cities should be livable cities where people from different backgrounds and with different aspirations can meet and interact with each other. Public places being the urban stages where the social interactions happen are considered important parts of cities (Thompson, 2002; Varna, 2009). They can contribute to enhance the quality of life within cities, or contrarily increase isolation and social exclusion (Lo et al., 2003). As a consequence of globalization and the development of global cities, the level of international migration has been growing in the last decades creating a plurality of different cultures in global cities and inspiring in such cities a multicultural nature (O'Byrne, 1997; Short and Kim, 1999; Hawkins, 2006). This created new challenges in urban planning or the management of the coexistence of different people that are having different characteristics that shape their unique identity and needs in the shared spaces (Sandercock, 2004). Ideally, in order to invite a diversity of users, urban outdoor places should provide significant functional and physical qualities, and accessibility to them, which induce the fulfillment of physiological, psychological and social needs (Carr et al., 1992; Jacobs, 1993; Sandholz, 2007). Users’ state of comfort as stated by researchers gives a good indication for how successful is the public outdoor places (Rosheidat et al., 2008; Kwong et al., 2009; Aljawabra and Nikolopoulou, 2010). In order to create a successful open space usable by all members of a community, urban designers need to satisfy their comfort needs in its wider meaning according to a variety of different ages, genders and cultural backgrounds (Knez and Thorsson, 2006; Thorsson et al., 2007). The main aim of the research is to examine the influence of culture and environmental attitude on participants’ thermal requirements in outdoor public places. The paper explores the variables that constitute a successful multicultural design, issues of cultural complexity, and the measuring comfort in specific outdoor public place. Qualitative analysis of a case study provides the main research methodology of the research. The conclusion will provide a set of criteria that guide future design and development of a successful shared outdoor public places.

Development of guidelines for caregivers of people with bipolar disorder : a Delphi expert consensus study

Objectives: Close family and friends are often a primary source of support for a person with bipolar disorder. However, there is a lack of
information for caregivers about ways to provide helpful support and take care of themselves. Rates of caregiver burden are high and increase the risk of caregiver depression and health problems. This study aimed to develop guidelines to assist caregivers of adults with bipolar disorder to be informed about bipolar disorder and to support the person without neglecting their own wellbeing.
Methods: The Delphi method was used to assess consensus between international expert panels of 45 caregivers, 47 consumers, and 51 clinicians about what information to include in the caregiver guidelines. Initial online survey items were based on the existing literature. Subsequent surveys included new or reworded items suggested by panel members and items that needed re-rating. Items endorsed by at least 80% of all three panels formed the content of the guidelines.
Results: Nearly 86% of the 626 survey items were endorsed. The items covered information on the illness, treatment, and suggestions on ways caregivers can provide support and take care of themselves in the different phases of illness and wellness, and information on dealing with specific real-life challenges. Although consensus rates were high, meaningful areas of difference between panels were found (e.g., collaboration issues).
Conclusions: The guidelines provide comprehensive introductory information, suggestions, and resources for caregivers. Access to relevant information may help caregivers to cope constructively with the person’s bipolar disorder and their caregiving situation. The content of the guidelines could be used to help formulate a stepped-care approach to supporting caregivers, ranging from basic information and pamphlets to brief training courses and specialized family or caregiver interventions based on need and accessibility.

Anaphors in casual and controlled talks groups of Iranian EFL learners

By relying mainly on the accessibility approach to anaphora, this article intends to analyze the types, distributions and retrieval of anaphors in two forms of spoken discourse: casual and controlled talk. For the specific purposes of the study, twenty sophomore Iranian students were randomly selected to conduct the talks. The subjects were divided into two groups of casual and controlled talk. According to the settings and adopted topics, the overall casual talk group was further divided into two groups of dorm and academic talk. In the end, it was observed that as the talk situations vary, types, frequencies, distances, retrieval qualities and thematic structure (patterning) of anaphors undergo dramatic changes too. Further analyses of the obtained data show that the number of pronominal anaphors is by far more than NP anaphors in dorm casual talk whereas in academic casual talk the number of NP anaphors exceeds that of the former talk groups. However, the distribution of anaphors in the performance of controlled talk groups has shown to be more moderate with regard to the types of anaphors used in it. Overall, the distributional patterns of various anaphoric devices in different talk situations are considered to be a function of the speakers’ evaluation of the cognitive states of the listeners/addressees.
Average distances and frequencies of the different types of zero, pronominal, and NP anaphors have also been shown to undergo dramatic changes as talk situations vary.

Drivers, impediments and manifestations of brand orientation in museums : an international museum study

Purpose - While the body of work exploring brand orientation has grown, there has been a general failure to build on extant research and generate a holistic conceptualization of brand orientation. This paper aims to develop a model of the key drivers, impediments and manifestations of brand orientation in a museum context.

Design/methodology/approach - A collective case study design was used, consisting of key informant interviews using a semi-structured interview protocol and analysis of institutional documents and observational research. Interviews took place with well-known museums across three countries: the United Kingdom, the United States of America and Australia. This paper demonstrates the richness of qualitative case studies as a method of theory building and as a precursor to further empirical research.

Findings - The case study findings reveal both a philosophical and behavioral aspect of brand orientation. Thus, six attributes are presented that include brand orientation as an organizational culture and compass for decision-making and four brand behaviors (distinctiveness, functionality, augmentation and symbolism). The conceptual model also depicts the critical antecedents to brand orientation in a museum context.

Research limitations/implications - This study provides a foundation for future brand research by offering a holistic conceptualization of brand orientation and identifying the primary antecedents in a museum context. Future research may wish to empirically establish a valid and reliable scale of brand orientation and examine its explanatory potential. Future research may also consider other contexts to provide further insight into the drivers and inhibitors of brand orientation.

Practical implications - If organizations seek to establish a strong brand orientation they must devote resources to establishing the brand as a dominant organizational philosophy that guides decision-making. In addition, brand oriented organizations must establish the brand as a distinctive asset that communicates relevance and accessibility and invest in augmenting initiatives that enable the organization to connect with customers on a personal and emotional level.

Originality/value - Using an exploratory method we are able to reconcile a number of approaches to brand orientation and provide a conceptualization that incorporates the philosophical and behavioral approaches to business orientations. Museums face substantial resource constraints, competing needs of multiple stakeholders and increasing market turbulence. If museums can achieve such significant organizational change then the sector presents an interesting exemplar for many other non-profit organizations.

General practice : contribution to health and equity

The evidence that a primary health approach enhances health outcomes, increases system effectiveness and is cost effective gives a new impetus for general practice within the continuum of health services. At the same time, in Australia the establishment of the Divisions of General Practice and their continued support has led to a new found confidence in general practice.

Using information and communication technologies to consult with patients in Victorian primary care : the views of general practitioners

Information and communication technologies such as email, text messaging and video messaging are commonly used by the general population. However, international research has shown that they are not used routinely by GPs to communicate or consult with patients. Investigating Victorian GPs’ perceptions of doing so is timely given Australia’s new National Broadband Network, which may facilitate web-based modes of doctor-patient interaction. This study therefore aimed to explore Victorian GPs’ experiences of, and attitudes toward, using information and communication technologies to consult with patients. Qualitative telephone interviews were carried out with a maximum variation sample of 36 GPs from across Victoria. GPs reported a range of perspectives on using new consultation technologies within their practice. Common concerns included medico-legal and remuneration issues and perceived patient information technology literacy. Policy makers should incorporate GPs’ perspectives into primary care service delivery planning to promote the effective use of information and communication technologies in improving accessibility and quality of general practice care.

Effectiveness of e-recruiting : empirical evidence from the Rosebank business cluster in Auckland, New Zealand

This article focuses on the background of the 'conventional' or 'old' way of recruiting, it reviews different 'new' ways; e-recruiting and its effectiveness; advantages such as accessibility and disadvantages such as transgression of some legislation in e-recruiting and the impact it has on management. Face-to-face interviews were conducted with 102 companies within that population. A 36- question questionnaire was used and we employed random stratified cluster sampling. Research done in Auckland's Rosebank Business Precinct (New Zealand) revealed that for certain job categories e-recruitment is effective. E-recruitment is revolutionising the way employers hire employees. Some implications for managers are pointed out such as the need to be trained for these changes; it can save a lot of money on advertisements; the savings could be used to develop careers or training for employees. The recommendations suggest that the HR objectives have to align with the organisational objectives to ensure that they recruit, select and employ the right candidate for the right job. A flow diagram for e-recruiting was developed by the authors for use by employers.

Governance disclosure on the internet : the case of Australian State Government Departments

This paper examines corporate governance disclosures on the websites of Australian state government departments. The study focuses on the nature and extent of governance information and the ease of finding this information directly on department websites and also in annual reports which are downloadable from websites. Our sample comprises six departments from each of the six states in Australia, giving a sample size of 36 departments. Our findings indicate considerable variability in both the level of disclosure and the accessibility of the information disclosed. The study also highlights a lack of consensus regarding the meaning of governance and what governance comprises, together with the need for a more structured approach to communicating governance information to stakeholders.

The teacher’s role in promoting online peer group learning

Teachers have a major responsibility to engage students online for successful learning in online distance education programs. Identifying key aspects of the teachers’ role is important. The study reported in this paper investigated an online course for paramedic students. Data were collected from the teachers and students and their online interactions were observed. The study has shown that students’ message posting is likely to be related to the cognitive demand and accessibility of discussion tasks that staff design and the quality of teacher facilitation of discussion.

Factors limiting participation in arthritis self-management programmes : an exploration of barriers and patient preferences within a randomized controlled trial

Objective. To improve understanding of barriers to participation in community-based arthritis self-management programmes and patient preferences for self-management education.

Methods. Individuals with hip or knee OA referred to orthopaedic surgeons or rheumatologists at six public and private hospitals in Victoria, Australia, were recruited for a randomized controlled trial (RCT) of the Stanford Arthritis Self-Management Programme (ASMP). As part of the study design, potential participants were asked during the screening and recruitment process about reasons for being unable to attend the course, reasons for not participating in the study and individual preferences for course scheduling.

Results. Of 1125 individuals assessed, 216 (19%) were unable to attend six ASMP sessions. This was commonly due to physical limitations, including illness, restricted mobility and pain (22%), difficulty getting to or from courses (22%), work commitments (22%), the time commitment required (17%) and family roles (12%). Among those who did not want to participate in the study (n = 258), the overwhelming reason was disinterest (74%). Specific preferences for course scheduling were frequent, confirming the practical challenges faced in organizing courses for the RCT.

Conclusion. Incorporating patients from public and private settings, this study has elicited new insights into barriers to ASMP participation. Many people with hip or knee OA have limited capacity and motivation to attend community-based group programmes. Future self-management programmes and research should include more accessible options for those who cannot attend group-based programmes.

Walking for recreation and perceptions of the neighbourhood environment in older chinese urban dwellers

Engagement in walking for recreation can contribute to healthy aging. Although there is growing evidence that the neighborhood environment can influence walking for recreation, the amount of such evidence in relation to older adults is scarce and limited to Western low-density urban locations. Asian urban environments are typified by distinctive environmental and cultural characteristics that may yield different patterns to those observed in Western countries. Therefore, the main aim of this study was to examine associations of perceived environmental attributes with overall and within-neighborhood walking for recreation in Chinese elders (65+ years) residing in Hong Kong, an ultradense Asian metropolis. A sample of 484 elders was recruited from 32 neighborhoods stratified by socio-economic status and walkability (dwelling and intersection densities). Validated questionnaires measuring perceived neighborhood environment and weekly minutes of overall and within-neighborhood walking for recreation were interviewer administered. Results showed that the level of recreational walking was twice to four times higher than that reported in Western adults and elders. While overall walking for recreation showed a general lack of associations with perceived environmental attributes, within-neighborhood recreational walking was positively related with proximity of recreational facilities, infrastructure for walking, indoor places for walking, and presence of bridge/overpasses connecting to services. Age and educational attainment moderated the associations with several perceived environmental attributes with older and less-educated participants showing stronger associations. Traditional cultural views on the benefits of physical activity and the high accessibility of facilities and pedestrian infrastructure of Hong Kong may explain the high levels of walking. Although specific neighborhood attributes, or their perception, may influence recreational walking within the neighborhood, the compactness and public transport affordability of ultradense metropolises such as Hong Kong may make it easy for elders to compensate for the lack of favorable neighborhood attributes by walking outside the neighborhood.

Training postgraduate psychology students to deliver psychological services online

Information and communication technologies are increasingly being used to remotely deliver psychological services. This delivery method confers clear advantages to both client and therapist, including the accessibility of services by otherwise unserved populations and cost-effective treatment. Remote services can be delivered in a real-time or delayed manner, providing clients with a wealth of therapy options not previously available. The proliferation of these services has outstripped the development and implementation of all but the most rudimentary of regulatory frameworks, potentially exposing clients to substandard psychological services. Integrating mandatory training on the delivery of online psychological services into accredited postgraduate psychology courses would aid in addressing this issue. The purpose of this article is to outline issues of consideration in the development and implementation of such a training programme. An online etherapy training programme developed by Swinburne University's National eTherapy Centre will be used as an example throughout.

Telephone survey of service-user experiences of a telephone-based mental health triage service

The participation of service users in all aspects of mental health service delivery including policy development, service planning and evaluation is increasingly an expectation of contemporary mental health care. Although there are a growing number of publications reporting service-user perspectives in the evaluation of mental health services, little attention has been paid to the views of service users about mental health triage services. The purpose of the study reported here was to examine service-users' (consumers and informal carers) experiences of a telephone-based mental health triage service. Using a framework developed from the World Health Organisation's elements of responsiveness, we conducted structured telephone interviews with service users who had contacted a telephone-based mental health triage service in regional Victoria, Australia. The main findings of the study were that consumers experienced more difficulty than carers in accessing the service and that, although most participants were satisfied, only a minority reported being involved in decision-making. Further work is needed to improve accessibility of mental health triage services and to investigate barriers to consumer self-referral. Professional development and practice support systems should be established to support mental health triage nurses in the development of collaborative, consumer-focused care.