Learning detectors quickly with stationary statistics

Computer vision is increasingly becoming interested in the rapid estimation of object detectors. The canonical strategy of using Hard Negative Mining to train a Support Vector Machine is slow, since the large negative set must be traversed at least once per detector. Recent work has demonstrated that, with an assumption of signal stationarity, Linear Discriminant Analysis is able to learn comparable detectors without ever revisiting the negative set. Even with this insight, the time to learn a detector can still be on the order of minutes. Correlation filters, on the other hand, can produce a detector in under a second. However, this involves the unnatural assumption that the statistics are periodic, and requires the negative set to be re-sampled per detector size. These two methods differ chie y in the structure which they impose on the co- variance matrix of all examples. This paper is a comparative study which develops techniques (i) to assume periodic statistics without needing to revisit the negative set and (ii) to accelerate the estimation of detectors with aperiodic statistics. It is experimentally verified that periodicity is detrimental.

Recurring themes in contemporary criminal justice developments and debates

Criminal Justice in New Zealand is the first comprehensive account of the New Zealand approach to criminal justice issues to be published in this country, and it discusses the complex range of interconnected procedures involved in the system. New Zealand readers will enjoy the access to analysis and insight into the justice outcomes, procedures and how the inter-weavings affect different constituents. Highlights include statistical analysis, youth justice, the dealings and impact of media on criminal justice. The book emphasises the lack of coherent philosophy connecting the many stakeholders and describes the operation of its founding theories and procedures, including the trial process, criminal procedure, policing, sentencing and provision for victims. Tolmie and Brookbanks have excelled in their editing of this wide-ranging content, and have created an excellent resource. This book will become required reading for law students, policy analysts, sociologists, Judges and police. The book provides an account of a complex range of interconnected constituencies and procedures that together constitute the New Zealand criminal justice system.

Challenges to Criminal Justice Reform

The Promise of Law Reform the most comprehensive examination of the institutions and processes of law reform published in the common law world and provides a rich source of information, inspiration and ideas. It is an edited collection of 30 essays published to celebrate the 30th anniversary of the Australian Law Reform Commission. The authors - law reform commissioners, judges, academics, politicians, government officials, and journalists - reflect the plurality of law reform styles and structures, within Australia and overseas. They cover the broad themes of the history, purpose and function of law reform; institutional design of law reform agencies; methodology and operations; how successful law reform should be assessed and judged; cooperation and mutual assistance; other law reform initiatives; and law reform in action.

Royal Commissions and Criminal Justice : Behind the Ideal

Royal commissions are approached not as exercises in legitimation and closure but as sites of struggle that are heavily traversed by power holders yet are open to the voices of alternative and unofficial social groups, social movements, and individuals. Three case studies are discussed that highlight the hegemony of the legal methodology and discourse that dominate many inquiries. The first case, involving a single-case miscarriage inquiry, involves a man who was accused, convicted, and served a prison sentence for the murder of his wife. Nineteen years following the murder another man confessed to the crime. The official inquiry found that nothing had gone wrong in the criminal justice process; it had operated as it should. Thus, in the face of evidence that the criminal justice process may be flawed, the discursive strategy became one of silence; no explanation was offered except for the declaration that nothing had gone wrong. The fallibility of the criminal justice system was thus hidden from public view. The second case study examines the Wood Royal Commission into corruption charges within the NSW Police Service. The royal commission revealed a bevy of police misconduct offenses including process corruption, improper associations, theft, and substance abuse, among others. The author discusses the ways in which the other criminal justice players, the judiciary and prosecuting attorneys, emerge only briefly as potential ethical agents in relation to police misconduct and corruption and then abruptly disappear again. Yet, these other players are absolved of any responsibility for police misconduct. The third case study involves a spin-off inquiry into the facts surrounding the Leigh Leigh rape and murder case. This case illustrates how official inquires can seek to exclude non-traditional viewpoints and methodologies; in this case, the views of a feminist criminologist. The third case also illustrates how the adversarial process within the legal system allows those with power to subjugate the viewpoints of others through the legitimate use of cross-examination. These three case studies reveal how official inquiries tend to speak from an “idealized conception of justice” and downplay any viewpoint that questions this idealized version of the truth.

Searching for a social democratic narrative in criminal justice

Paul Keating recently noted that what the Rudd Government lacked was an overall narrative or story. I would like to argue that Paul Keating is correct and suggest a narrative: that of retrieving and defending aspects of our social democratic heritage from some of the damaging effects wrought by neo-liberalism. Moreover I want to argue that criminal justice policy needs to be seen as a part of this broader narrative, which requires it being prised from its current site, where it is wedged firmly in the narrative of law and order.

Cell image classification using histograms, higher order statistics and adaboost

A cell classification algorithm that uses first, second and third order statistics of pixel intensity distributions over pre-defined regions is implemented and evaluated. A cell image is segmented into 6 regions extending from a boundary layer to an inner circle. First, second and third order statistical features are extracted from histograms of pixel intensities in these regions. Third order statistical features used are one-dimensional bispectral invariants. 108 features were considered as candidates for Adaboost based fusion. The best 10 stage fused classifier was selected for each class and a decision tree constructed for the 6-class problem. The classifier is robust, accurate and fast by design.

Modeling the effectiveness of counterterrorism interventions

After the terrorist attacks in the United States on 11 September 2001, terrorism and counter-terrorism efforts moved to the front of popular consciousness and became the focus of national security for governments worldwide. With this increased attention came an urgent interest in understanding and identifying what works in fighting terrorism (Belasco 2010). For Australia, understanding the relative effectiveness of counter-terrorism efforts in nearby neighbours of Indonesia, Thailand and the Philippines is highly relevant for our country's national security. Indonesia, Thailand and the Philippines are all countries that are important to Australia not just because of geographic proximity, but also because of a history of economic ties and the role these countries play as Australia’s regional partners...

Discussion of : constructing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation

This is a discussion of the journal article: "Construcing summary statistics for approximate Bayesian computation: semi-automatic approximate Bayesian computation". The article and discussion have appeared in the Journal of the Royal Statistical Society: Series B (Statistical Methodology).

Challenges of responding to online fraud victimisation in Australia

Online fraud occurs when an individual or a business responds in some manner to an unsolicited invitation received via the internet and suffers financial or other detrimental effects as a result. In 2010–11, the Australian Bureau of Statistics (2012) found that over 1.2 million Australians (6.7% of the population aged 15 years and over) had been a victim of personal fraud, losing approximately $1.4b in the preceding 12 months. More than half of these victims (55.7%) were contacted via the internet or email (online victimisation). In addition to monetary losses, victims of online fraud suffer serious psychological, emotional, social and even physical problems as a consequence of their victimisation. This paper explores the challenges of responding to online fraud victimisation in Australia and describes some of the specific support services that have recently emerged to support victims of this crime.

Bluetooth vehicle trajectory by fusing Bluetooth and loops : motorway travel time statistics

Loop detectors are widely used on the motorway networks where they provide point speed and traffic volumes. Models have been proposed for temporal and spatial generalization of speed for average travel time estimation. Advancement in technology provides complementary data sources such as Bluetooth MAC Scanner (BMS), detecting the MAC ID of the Bluetooth devices transported by the traveller. Matching the data from two BMS stations provides individual vehicle travel time. Generally, on the motorways loops are closely spaced, whereas BMS are placed few kilometres apart. In this research, we fuse BMSs and loops data to define the trajectories of the Bluetooth vehicles. The trajectories are utilised to estimate the travel time statistics between any two points along the motorway. The proposed model is tested using simulation and validated with real data from Pacific motorway, Brisbane. Comparing the model with the linear interpolation based trajectory provides significant improvements.

A promise and a possibility : the limitations of the traditional criminal justice system as an explanation for the emergence of restorative justice

The claim that restorative justice emerged in response to the failings of the traditional criminal justice system is frequently made and rarely challenged in the restorative justice literature. It is stated unproblematically, as though it is an unassailable fact rather than a powerful truth claim, thereby positioning restorative justice as a natural, progressive and superior model of justice in comparison with the traditional criminal justice system. This truth claim therefore bestows restorative justice with a legitimacy that is difficult to challenge or refute. Drawing on a Foucaultian genealogy of restorative justice, this article seeks to destabilise the truth claim that restorative justice emerged in response to the failings of the criminal justice system. While the shortcomings of the traditional criminal justice system may provide a backdrop to the emergence of restorative justice, this article argues that such a possibility makes restorative justice a possibility rather than an inevitability.

Understanding the quantitative skill base on introductory statistics : a case study from business statistics

Basic mathematical skills are critical to a student’s ability to successfully undertake an introductory statistics course. Yet in business education this vitally important area of mathematics and statistics education is under-researched. The question therefore arises as to what level of mathematical skill a typical business studies student will possess as they enter the tertiary environment, and whether there are any common deficiencies that we can identify with a view to tackling the problem. This paper will focus on a study designed to measure the level of mathematical ability of first year business students. The results provide timely insight into a growing problem faced by many tertiary educators in this field.

Work health and safety and the criminal law in Australia

This paper analyses recent Australian debates about the use of the criminal law in work health and safety regulation. It argues that these debates have to be seen in the context of the historical development of work health and safety regulation in the United Kingdom and Australia. The first part of the paper shows that, since the late 19th century, contraventions against the Australian work health and safety statutes have not been regarded as 'really criminal', and have largely been addressed by informal measures and, since the 1980s, by administrative sanctions. When prosecutions have taken place, work health and safety issues have been individualised and decontextualised, so that defendants have been able to reduce their culpability in the eyes of the court. Significant legal barriers have undermined the use of the crime of gross negligence manslaughter against corporations and individuals. The second part of the paper analyses recent debates about restructuring gross negligence manslaughter and bolstering the 'criminality' of offences under the work health and safety statutes. It argues that the latter debate has been constrained by the historical forces examined in the first part of the paper, and that the current position, embodied in the recently harmonised Work Health and Safety Acts, favours attempting to recriminalise the work health and safety legislation. The debate about reforming gross negligence manslaughter has stalled.

Profiling high-range speeding offenders : investigating criminal history, personal characteristics, traffic offences, and crash history

This paper reports profiling information for speeding offenders and is part of a larger project that assessed the deterrent effects of increased speeding penalties in Queensland, Australia, using a total of 84,456 speeding offences. The speeding offenders were classified into three groups based on the extent and severity of an index offence: once-only low-rang offenders; repeat high-range offenders; and other offenders. The three groups were then compared in terms of personal characteristics, traffic offences, crash history and criminal history. Results revealed a number of significant differences between repeat high-range offenders and those in the other two offender groups. Repeat high-range speeding offenders were more likely to be male, younger, hold a provisional and a motorcycle licence, to have committed a range of previous traffic offences, to have a significantly greater likelihood of crash involvement, and to have been involved in multiple-vehicle crashes than drivers in the other two offender types. Additionally, when a subset of offenders’ criminal histories were examined, results revealed that repeat high-range speeding offenders were also more likely to have committed a previous criminal offence compared to once only low-range and other offenders and that 55.2% of the repeat high-range offenders had a criminal history. They were also significantly more likely to have committed drug offences and offences against order than the once only low-range speeding offenders, and significantly more likely to have committed regulation offences than those in the other offenders group. Overall, the results indicate that speeding offenders are not an homogeneous group and that, therefore, more tailored and innovative sanctions should be considered and evaluated for high-range recidivist speeders because they are a high-risk road user group.