title: An MDL estimate of the significance of rules

authors: Cleary, John G.

subjects: computer science

abstract: This paper proposes a new method for measuring the performance of models-whether decision trees or sets of rules-inferred by machine learning methods. Inspired by the minimum description length (MDL) philosophy and theoretically rooted in information theory, the new method measures the complexity of text data with respect to the model. It has been evaluated on rule sets produced by several different machine learning schemes on a large number of standard data sets. When compared with the usual percentage correct measure, it is shown to agree with it in restricted cases. However, in other more general cases taken from real data sets-for example, when rule sets make multiple or no predictions-it disagrees substantially. It is argued that the MDL measure is more reasonable in these cases and represents a better way of assessing the significance of a rule set's performance. The question of the complexity of the rule set itself is not addressed in the paper.

text: An MDL estimate of the significance of rules This paper proposes a new method for measuring the performance of models-whether decision trees or sets of rules-inferred by machine learning methods. Inspired by the minimum description length (MDL) philosophy and theoretically rooted in information theory, the new method measures the complexity of text data with respect to the model. It has been evaluated on rule sets produced by several different machine learning schemes on a large number of standard data sets. When compared with the usual percentage correct measure, it is shown to agree with it in restricted cases. However, in other more general cases taken from real data sets-for example, when rule sets make multiple or no predictions-it disagrees substantially. It is argued that the MDL measure is more reasonable in these cases and represents a better way of assessing the significance of a rule set's performance. The question of the complexity of the rule set itself is not addressed in the paper.

year: 1996-03

title: Intellectual Character and the News Media Audience: the Role of Intellectual Virtue in Pursuing Successful Knowledge Claims

authors: King, Fraser Alexander

subjects: virtue epistemology

abstract: This thesis explores the role of the audience within contemporary news media and how individual epistemic agents can make knowledge claims based on news media outputs. The aim is to show that the news media‟s audience plays an active role in the inter-relationships between themselves, media practitioners and media organisations. Further, it is argued that individual epistemic agents, as members of the audience of the news media, must exercise intellectual virtues in order to make successful knowledge claims based on news media publications and to be an active audience. The First Chapter considers contemporary media ethics and shows that the audience has largely been viewed as passive and has been under-evaluated when compared to the inter-relationship between practitioners and media organisations. Chapter Two evaluates the role of truth in the news media and how this affects trust of the news media within society. The Third Chapter introduces virtue epistemology, an approach which seeks to address the weaknesses of foundationalist accounts of knowledge by appealing to the cultivation and development of intellectually virtuous character traits of virtue epistemic individuals as responsible inquirers. This thesis argues that the application of Linda Zagzebski‟s theory of virtue epistemology has significant advantages for agents seeking knowledge based on news media outputs. The Fourth Chapter explores the application of intellectual virtues to knowledge acquisition based on contemporary news media examples; and finds that the traits of open-mindedness, inquisitiveness, thoroughness, and intellectual carefulness are of particular benefit to the audience in making successful knowledge claims based on news media publications. The thesis is concluded by arguing that the audience, as individual epistemic agents within a democratic society, have an active role in interpreting and shaping news media publications.

text: Intellectual Character and the News Media Audience: the Role of Intellectual Virtue in Pursuing Successful Knowledge Claims This thesis explores the role of the audience within contemporary news media and how individual epistemic agents can make knowledge claims based on news media outputs. The aim is to show that the news media‟s audience plays an active role in the inter-relationships between themselves, media practitioners and media organisations. Further, it is argued that individual epistemic agents, as members of the audience of the news media, must exercise intellectual virtues in order to make successful knowledge claims based on news media publications and to be an active audience. The First Chapter considers contemporary media ethics and shows that the audience has largely been viewed as passive and has been under-evaluated when compared to the inter-relationship between practitioners and media organisations. Chapter Two evaluates the role of truth in the news media and how this affects trust of the news media within society. The Third Chapter introduces virtue epistemology, an approach which seeks to address the weaknesses of foundationalist accounts of knowledge by appealing to the cultivation and development of intellectually virtuous character traits of virtue epistemic individuals as responsible inquirers. This thesis argues that the application of Linda Zagzebski‟s theory of virtue epistemology has significant advantages for agents seeking knowledge based on news media outputs. The Fourth Chapter explores the application of intellectual virtues to knowledge acquisition based on contemporary news media examples; and finds that the traits of open-mindedness, inquisitiveness, thoroughness, and intellectual carefulness are of particular benefit to the audience in making successful knowledge claims based on news media publications. The thesis is concluded by arguing that the audience, as individual epistemic agents within a democratic society, have an active role in interpreting and shaping news media publications.

year: 2011

title: Mauri oho, mauri tu, mauri ora: Enhancing Maori health and wellbeing through a critical engagement with social marketing

authors: Ellis, Riri Te Whara

abstract: This PhD research originally explored the efficacy of social marketing as potentially beneficial for Maori health providers involved with Maori health promotion activities. However, as I became conscientised to the potentially assimilist and neocolortial impacts .of functional management disciplines, such as social marketing I turned my attention as a Kaupapa Maori researcher to the task of critique and transformative social action. I also became acutely aware that the future of Maori health advancement lies in the flourishing of Te Ao Maori - a flourishing deemed necessary for the wellbeing of the people and the natural environment .in which Maori live is presented in this thesis. Te Ao Maori is therefore repositioned as a way in which to conceptualise Maori health and wellbeing, based upon holistic and cultural principles of living. 
Based on the transformative aspirations of critical theorists and emerging theories of kaupapa Maori, I incorporate the holistic constructs of Te Ao Maori while minimising the impact of the externally imposed mechanistic and functional metaphors dominating the contemporary formulation of human wellbeing. Using a localised participative methodology called Kaupapa Maori, I have worked collaboratively with four Maori groups and various kaiarahi hauora in Tauranga Moana to examine and articulate a series of collective responses to research issues. As a result of this research, my findings indicate that Maori continue to articulate a desire to live by principles and practices espoused through holistic models of Maori health and wellbeing, nestled into Te Ao Maori. That vision however is affected by continual structural change, limited resources, lack of access to skilled people, the imposition of contractual regulations within the health system, the erosion of Maori cultural systems and the ongoing commodification of Maori health and wellbeing in concert with the principles of market driven economies driving much human activity globally. The experience of Maori in Aotearoa New Zealand is the localised manifestation of the experiences of indigenous people across the globe. We share with them a position of resistance to the values of others and the affirmation of our own values. 
The potential of social marketing to contribute to enhancing Maori health and wellbeing was critiqued within these lived experiences, not those defined by social marketers themselves. In the control of uncritical social marketers, social marketing models are one of many conceptual frameworks that are being used to intensify economic rationality associated with the contemporary form of capitalism and the exacerbation of resource scarcity sanctioned by the existing health services system. Many of the co-participants in this research sought to provide health services and programmes that resembled and encouraged strong Maori cultural practices based upon tikanga Maori that emphasises a commitment to Whanau, Hapu and Iwi. However, the current health system does not help these goals to flourish. Instead, proponents of the system endorsed a regime of health services that operated within the specific constraints of contractual agreements - agreements which require responsibility for outcomes and accountability protocols that consume many resources better spent elsewhere. The opportunity then to engage in the enrichment of Maori health and wellbeing, through a holistic means was reported by participants in this research to be often undermined, minimised and sometimes made impossible. 
This research demonstrates that Maori efforts to enhance Maori health development are negatively impacted upon by an ongoing commercialisation and commodification of health services. Ongoing efforts _must be made to reinvigorate with and within Maori, an enduring commitment to a foundation of holistic health and wellbeing in the future, stemming from our own worldview - Te Ao Maori. The critical and Kaupapa Maori theories that inform this thesis have been used to bring into the open the contradictions and paradoxes Maori health providers in the Tauranga region are facing. The transformational aspirations of these theories would invite attention to be paid to values underpinning Maori communities and the ways in which they are useful to them. As reported upon in this research, those Maori health advocates adopting social marketing will find it difficult to achieve these aspirations. Instead, the assimilist modem colonising practices inherent in social marketing would tum Maori adopters into self colonisers.

text: Mauri oho, mauri tu, mauri ora: Enhancing Maori health and wellbeing through a critical engagement with social marketing This PhD research originally explored the efficacy of social marketing as potentially beneficial for Maori health providers involved with Maori health promotion activities. However, as I became conscientised to the potentially assimilist and neocolortial impacts .of functional management disciplines, such as social marketing I turned my attention as a Kaupapa Maori researcher to the task of critique and transformative social action. I also became acutely aware that the future of Maori health advancement lies in the flourishing of Te Ao Maori - a flourishing deemed necessary for the wellbeing of the people and the natural environment .in which Maori live is presented in this thesis. Te Ao Maori is therefore repositioned as a way in which to conceptualise Maori health and wellbeing, based upon holistic and cultural principles of living. 
Based on the transformative aspirations of critical theorists and emerging theories of kaupapa Maori, I incorporate the holistic constructs of Te Ao Maori while minimising the impact of the externally imposed mechanistic and functional metaphors dominating the contemporary formulation of human wellbeing. Using a localised participative methodology called Kaupapa Maori, I have worked collaboratively with four Maori groups and various kaiarahi hauora in Tauranga Moana to examine and articulate a series of collective responses to research issues. As a result of this research, my findings indicate that Maori continue to articulate a desire to live by principles and practices espoused through holistic models of Maori health and wellbeing, nestled into Te Ao Maori. That vision however is affected by continual structural change, limited resources, lack of access to skilled people, the imposition of contractual regulations within the health system, the erosion of Maori cultural systems and the ongoing commodification of Maori health and wellbeing in concert with the principles of market driven economies driving much human activity globally. The experience of Maori in Aotearoa New Zealand is the localised manifestation of the experiences of indigenous people across the globe. We share with them a position of resistance to the values of others and the affirmation of our own values. 
The potential of social marketing to contribute to enhancing Maori health and wellbeing was critiqued within these lived experiences, not those defined by social marketers themselves. In the control of uncritical social marketers, social marketing models are one of many conceptual frameworks that are being used to intensify economic rationality associated with the contemporary form of capitalism and the exacerbation of resource scarcity sanctioned by the existing health services system. Many of the co-participants in this research sought to provide health services and programmes that resembled and encouraged strong Maori cultural practices based upon tikanga Maori that emphasises a commitment to Whanau, Hapu and Iwi. However, the current health system does not help these goals to flourish. Instead, proponents of the system endorsed a regime of health services that operated within the specific constraints of contractual agreements - agreements which require responsibility for outcomes and accountability protocols that consume many resources better spent elsewhere. The opportunity then to engage in the enrichment of Maori health and wellbeing, through a holistic means was reported by participants in this research to be often undermined, minimised and sometimes made impossible. 
This research demonstrates that Maori efforts to enhance Maori health development are negatively impacted upon by an ongoing commercialisation and commodification of health services. Ongoing efforts _must be made to reinvigorate with and within Maori, an enduring commitment to a foundation of holistic health and wellbeing in the future, stemming from our own worldview - Te Ao Maori. The critical and Kaupapa Maori theories that inform this thesis have been used to bring into the open the contradictions and paradoxes Maori health providers in the Tauranga region are facing. The transformational aspirations of these theories would invite attention to be paid to values underpinning Maori communities and the ways in which they are useful to them. As reported upon in this research, those Maori health advocates adopting social marketing will find it difficult to achieve these aspirations. Instead, the assimilist modem colonising practices inherent in social marketing would tum Maori adopters into self colonisers.

year: 2006