A study on the accuracy of frequency measures and its impact on knowledge discovery in single sequences

In knowledge discovery in single sequences, different results could be discovered from the same sequence when different frequency measures are adopted. It is natural to raise such questions as (1) do these frequency measures reflect actual frequencies accurately? (2) what impacts do frequency measures have on discovered knowledge? (3) are discovered results accurate and reliable? and (4) which measures are appropriate for reflecting frequencies accurately? In this paper, taking three major factors (anti-monotonicity, maximum-frequency and window-width restriction) into account, we identify inaccuracies inherent in seven existing frequency measures, and investigate their impacts on the soundness and completeness of two kinds of knowledge, frequent episodes and episode rules, discovered from single sequences. In order to obtain more accurate frequencies and knowledge, we provide three recommendations for defining appropriate frequency measures. Following the recommendations, we introduce a more appropriate frequency measure. Empirical evaluation reveals the inaccuracies and verifies our findings. 

Writing as capitulation : the shelter of being-responsible

This paper explores the notion of writing and its relationship to an always-existing responsibility. It asks the question of whether writing might necessarily be a kind of biographical undertaking, and then drawing on Heidegger, it inquires into how writing might provoke an ontological encounter for the writer. Via a close investigation of the definitions and etymologies of the word ‘capitulate’, the paper links the concepts of Derridean violence, Hellerian freedom and (post)modernity, non-infinite temporality and assumptions of a metaphysics of presence to a practice of reading/writing. By taking up the Heideggerian concept of Being’s as ex-istence and porosity, it attempts to argue that post-modernity, in coming to terms with the consequences of freedom, offers the subject the opportunity for an ontological encounter with responsibility, and subsequently how an acknowledgement of this thrownness might function in itself as a kind of shelter, albeit an open one.

Untitled : live cinema performance

Over the last 30 years Melbourne-based film-maker, writer and academic Dirk de Bruyn has made numerous experimental, documentary and animation films and videos, continuing to maintain a no-budget, independent, self-funded focus for much of his work. De Bruyns distinctive style entails cut-up collages that draw on animation, found footage and fragments of dialogue - dyeing, painting, incising and stencilling the film strip. Live De Bruyn’s anarchic multi projection performances can involve performance, freeform vocal workouts and De Bruyn, ‘bent over and mouthing into a microphone like a demented seagull, totally involved in the relentlessly unravelling collage of home-processed footage’.Penny Webb. Ian Helliwell provided a live electronic soundtrack.

Avoiding piecemeal research on participation in cervical cancer screening : the advantages of a social identity framework

Background  Cervical cancer screening research has predominantly focused on one type of participation, namely compliance with medical recommendations, and has largely ignored other types of participation. While there is some research that has taken a different approach, findings in this research area are not well integrated under a theoretical framework.

Objective  The aim of this study is to show how consideration of a broader definition of participation and better integration of the theoretical conceptualization of participation in cervical cancer screening are both possible and desirable to enable a better understanding of women’s experiences of cervical cancer screening specifically and to improve women’s health generally.

Main Conclusion  It is suggested that alternative types of participation in cervical cancer screening warrant further investigation and that a social identity theoretical approach offers one way of integrating such conceptualizations of participation. The paper also argues for more explicit consideration of the role of social processes and of the variables, such as power, social identity and relational justice, which are involved in participation in cervical cancer screening.

Australia's health 2002 : the eighth biennial report of the Australian Institute of Health and Welfare

Australia's Health 2002 is the eighth biennial health report of the Australian Institute of Health and Welfare. It is the nation's authoritative source of information on patterns of health and illness, determinants of health, the supply and use of health services, and health service costs and performance. Australia's Health 2002 is an essential reference and information resource for all Australians with an interest in health.

Australia's health 2000 : the seventh biennial report of the Australian Institute of Health and Welfare

Australia's Health 2000 is the seventh biennial health report of the Australian Institute of Health and Welfare. It is the nation's authoritative source of information on patterns of health and illness, determinants of health, the supply and use of health services, and health services costs and performance.This 2000 edition serves as a summary of Australia's health record at the end of the twentieth century. In addition, a special chapter is presented on changes in Australia's disease profile over the last 100 years.Australia's Health 2000 is an essential reference and information source for all Australians with an interest in health.

The role of objective and subjective evaluation in the production and marketing of goats for meat

Objective and subjective evaluations of goats for meat production are related to important determinants of production and profitability. The most important attributes in assessment of goats for market are: live weight; body condition score; and the age of goats. As goats grow, their carcass and body organs increase in weight in proportion to the empty body weight. For farmers and field workers the linear regression approach for estimating carcass weight by measuring live weight is the most suitable as it accounts for 88 to 97% of the variation in carcass, offal and boneless meat weight. Live weight scales or heart girth tapes should be used and the risks and errors associated with these methods are summarized. The proportion of a live goat that is the carcass, known as dressing percentage, increases from 35% to about 50% as goats grow. The usefulness and errors associated with dressing percentage in field estimation are discussed. A valuable subjective method for estimating the nutritional status of goats is the use of body condition scoring as it accounts for 60 to 67% of the variation in live weight change, carcass weight and fat reserves of goats. A method for body condition scoring and a similar fat scoring system are explained. Body condition score is also associated with mortality risk and reproductive performance of goats. The number of permanent incisors in the lower jaw of goats is a method of estimating the age of goats but is biased by differences in live weights of goats. The value and role of ultrasound scanning the carcasses of goats is summarized. For the marketing of kid meat no permanent incisors should have erupted. Other useful practices for the successful marketing of goat meat are discussed including: knowing market specifications and chemical withholding periods; animal health; prevention of bruising; identification of goats; size of consignments; timeliness; provision of paperwork. A checklist is provided. The use of subjective and objective assessment techniques in evaluating goats for meat production will provide the best results. Where only subjective assessment techniques are available they will provide satisfactory performance provided the skills have been learnt and are applied.

Age discrimination in the evaluation of job applicants

This study investigated the nature of age discrimination against older job applicants. One hundred fifty-six participants (102 students; 54 organization based) evaluated a hypothetical job applicant's (aged 33–66 years) work-related competences and likelihood of being hired. Applicant age affected hiring decisions for both samples where there was a preference for hiring applicants aged 42–48 years. Applicants at both the older and younger ends of the continuum were less likely to be hired, with the oldest applicants (over 54 years) being the least likely to be hired. Although the applicants' age negatively affected evaluations of their trainability and sociability, the effect of applicant age on hiring evaluations was not mediated by these work-related competencies, suggesting that age discrimination occurs via direct bias against older workers.

Ground-based survey methods both overestimate and underestimate the abundance of suitable tree-cavities for the endangered Swift Parrot

Most cavity-dependent species select tree-cavities with a narrow range of characteristics so that only a small subset of available cavities may be suitable for any species. Most surveys for tree-cavities are done from the ground using binoculars to reduce effort, but this technique is prone to error. These errors are likely to contribute to the loss of the cavity resource when used to inform conservation efforts for cavity-dependent species. The Swift Parrot (Lathamus discolor) is an endangered migratory bird threatened by ongoing removal of cavity-bearing trees by production forestry. We climbed trees with cavities used for nesting by Swift Parrots and determined that they prefer cavities with small entrances, deep chambers and wide floors. Such cavities are rare and occur in large trees that support higher than average numbers of tree-cavities. Importantly, cavities used by Swift Parrots were also likely to be both overestimated and underestimated using ground-based surveys, and without calibration by climbing, the size and direction of survey error could not be determined. We conclude that the most effective way to gain detailed information about the characteristics and abundance of tree-cavities is to climb a representative sample of trees to calibrate ground-based methods for a specific ecosystem.

Reliable knowledge discovery with a minimal causal model inducer

This paper presents a Minimal Causal Model Inducer that can be used for the reliable knowledge discovery. The minimal-model semantics of causal discovery is an essential concept for the identification of a best fitting model in the sense of satisfactory consistent with the given data and be the simpler, less expressive model. Consistency is one of major measures of reliability in knowledge discovery. Therefore to develop an algorithm being able to derive a minimal model is an interesting topic in the are of reliable knowledge discovery. various causal induction algorithms and tools developed so far can not guarantee that the derived model is minimal and consistent. It was proved the MML induction approach introduced by Wallace, Keven and Honghua Dai is a minimal causal model learner. In this paper, we further prove that the developed minimal causal model learner is reliable in the sense of satisfactory consistency. The experimental results obtained from the tests on a number of both artificial and real models provided in this paper confirm this theoretical result.

Unsupervised DRG upcoding detection in healthcare databases

Diagnosis Related Group (DRG) upcoding is an anomaly in healthcare data that costs hundreds of millions of dollars in many developed countries. DRG upcoding is typically detected through resource intensive auditing. As supervised modeling of DRG upcoding is severely constrained by scope and timeliness of past audit data, we propose in this paper an unsupervised algorithm to filter data for potential identification of DRG upcoding. The algorithm has been applied to a hip replacement/revision dataset and a heart-attack dataset. The results are consistent with the assumptions held by domain experts.