title: Weka: Practical machine learning tools and techniques with Java implementations

authors: Witten, Ian H.

subjects: computer science

abstract: The Waikato Environment for Knowledge Analysis (Weka) is a comprehensive suite of Java class libraries that implement many state-of-the-art machine learning and data mining algorithms. Weka is freely available on the World-Wide Web and accompanies a new text on data mining [1] which documents and fully explains all the algorithms it contains. Applications written using the Weka class libraries can be run on any computer with a Web browsing capability; this allows users to apply machine learning techniques to their own data regardless of computer platform.

text: Weka: Practical machine learning tools and techniques with Java implementations The Waikato Environment for Knowledge Analysis (Weka) is a comprehensive suite of Java class libraries that implement many state-of-the-art machine learning and data mining algorithms. Weka is freely available on the World-Wide Web and accompanies a new text on data mining [1] which documents and fully explains all the algorithms it contains. Applications written using the Weka class libraries can be run on any computer with a Web browsing capability; this allows users to apply machine learning techniques to their own data regardless of computer platform.

year: 1999-08

title: Monitoring the effects of pulp and paper effluent is restricted in genetically distinct populations of common bully (gobiomorphus cotidianus)

authors: van den Heuvel, Michael R.

subjects: biology

abstract: The common bully (Gobiomorphus cotidianus), a small-bodied New Zealand native fish species, was used to monitor population impacts of multiple effluents in the Tarawera River, New Zealand. In an initial survey, the absence of reproductive development at the expected spawning time for common bully was observed in a population downstream of effluent discharges. Subsequently, we examined the hypotheses that the observed changes were due to effluent exposure, migratory patterns, or genetic differences between populations. Liver detoxification enzyme activity and stable isotopes provided evidence against upstream migration of sexually mature bully. The observed presence of developed gonads in the downstream population during winter season resulted in the rejection of the hypothesis that reproductive failure was due to effluent exposure, and it was concluded that there were substantial differences in reproductive timing. Genetic analyses of two upstream, one downstream, and one population from a nearby coastal river indicated the upstream (reference) and downstream (effluent exposed) bully in the river formed genetically distinct populations. The identification of a nearby river population with similar reproductive timing and high genetic similarity to the effluent-exposed population suggests that the observed differences in the genetics of the downstream population were not caused by effluent exposure. The genetic analysis did highlight the lack of downstream dispersion and gene flow in the river which could possibly be related to anthropogenic stress.

text: Monitoring the effects of pulp and paper effluent is restricted in genetically distinct populations of common bully (gobiomorphus cotidianus) The common bully (Gobiomorphus cotidianus), a small-bodied New Zealand native fish species, was used to monitor population impacts of multiple effluents in the Tarawera River, New Zealand. In an initial survey, the absence of reproductive development at the expected spawning time for common bully was observed in a population downstream of effluent discharges. Subsequently, we examined the hypotheses that the observed changes were due to effluent exposure, migratory patterns, or genetic differences between populations. Liver detoxification enzyme activity and stable isotopes provided evidence against upstream migration of sexually mature bully. The observed presence of developed gonads in the downstream population during winter season resulted in the rejection of the hypothesis that reproductive failure was due to effluent exposure, and it was concluded that there were substantial differences in reproductive timing. Genetic analyses of two upstream, one downstream, and one population from a nearby coastal river indicated the upstream (reference) and downstream (effluent exposed) bully in the river formed genetically distinct populations. The identification of a nearby river population with similar reproductive timing and high genetic similarity to the effluent-exposed population suggests that the observed differences in the genetics of the downstream population were not caused by effluent exposure. The genetic analysis did highlight the lack of downstream dispersion and gene flow in the river which could possibly be related to anthropogenic stress.

year: 2007-02-16

title: Holding a mirror to society? Sociodemographic diversity within clinical psychology training programmes across Aotearoa.

authors: Scarf, Damian

subjects: Education, Medical

abstract: It has recently been demonstrated by Crampton et al that there has been a marked increase in the sociodemographic diversity of the University of Otago’s health professional programmes between 2010 and 2016.1 This change is evidenced by the fact that a historic 76 health professional Māori graduates crossed the Dunedin Town Hall stage in December 2018. A key driver of this change was the University of Otago’s Division of Health Sciences Mirror on Society selection policy. Here, by documenting the sociodemographic diversity of an equally important professional programme, clinical psychology, we highlight the need for similar selection policies to be implemented Aotearoa/New Zealand wide.

text: Holding a mirror to society? Sociodemographic diversity within clinical psychology training programmes across Aotearoa. It has recently been demonstrated by Crampton et al that there has been a marked increase in the sociodemographic diversity of the University of Otago’s health professional programmes between 2010 and 2016.1 This change is evidenced by the fact that a historic 76 health professional Māori graduates crossed the Dunedin Town Hall stage in December 2018. A key driver of this change was the University of Otago’s Division of Health Sciences Mirror on Society selection policy. Here, by documenting the sociodemographic diversity of an equally important professional programme, clinical psychology, we highlight the need for similar selection policies to be implemented Aotearoa/New Zealand wide.

year: 2019