title: A novel two stage scheme utilizing the test set for model selection in text classification

authors: Pfahringer, Bernhard

subjects: computer science

abstract: Text classification is a natural application domain for semi-supervised learning, as labeling documents is expensive, but on the other hand usually an abundance of unlabeled documents is available. We describe a novel simple two stage scheme based on dagging which allows for utilizing the test set in model selection. The dagging ensemble can also be used by itself instead of the original classifier. We evaluate the performance of a meta classifier choosing between various base learners and their respective dagging ensembles. The selection process seems to perform robustly especially for small percentages of available labels for training.

text: A novel two stage scheme utilizing the test set for model selection in text classification Text classification is a natural application domain for semi-supervised learning, as labeling documents is expensive, but on the other hand usually an abundance of unlabeled documents is available. We describe a novel simple two stage scheme based on dagging which allows for utilizing the test set in model selection. The dagging ensemble can also be used by itself instead of the original classifier. We evaluate the performance of a meta classifier choosing between various base learners and their respective dagging ensembles. The selection process seems to perform robustly especially for small percentages of available labels for training.

year: 2005

title: Modeling China’s energy consumption behaviour and changes in energy intensity

authors: Ma, Hengyun

subjects: China

abstract: China's demand for energy has grown to fuel its rapidly expanding industrial, commercial and consumer sectors. At the same time, China has become the second largest consumer of petroleum products having surpassed Japan for the first time in 2003. The environmental consequences of a continuation of these trends will have global implications. Government policies and consumers have become more environmentally aware, but the ability of governments to formulate policies has been hindered by the lack of data on inter-factor and inter-fuel substitution possibilities. In this paper Allen partial elasticities of factor and energy substitution, and price elasticities of energy demand are calculated for China's industrial economy using a two-stage translog cost function approach for the period 1995–2004. The results suggest that energy is substitutable with both capital and labor. Coal is significantly substitutable with electricity and slightly complementary with oil, while oil and electricity are slightly substitutable. China's energy intensity is increasing during the study period and the major driver appears to be due to the increased use of energy-intensive technology.

text: Modeling China’s energy consumption behaviour and changes in energy intensity China's demand for energy has grown to fuel its rapidly expanding industrial, commercial and consumer sectors. At the same time, China has become the second largest consumer of petroleum products having surpassed Japan for the first time in 2003. The environmental consequences of a continuation of these trends will have global implications. Government policies and consumers have become more environmentally aware, but the ability of governments to formulate policies has been hindered by the lack of data on inter-factor and inter-fuel substitution possibilities. In this paper Allen partial elasticities of factor and energy substitution, and price elasticities of energy demand are calculated for China's industrial economy using a two-stage translog cost function approach for the period 1995–2004. The results suggest that energy is substitutable with both capital and labor. Coal is significantly substitutable with electricity and slightly complementary with oil, while oil and electricity are slightly substitutable. China's energy intensity is increasing during the study period and the major driver appears to be due to the increased use of energy-intensive technology.

year: 2009

title: Blood Quantum  “A Pūrākau approach to understanding the impact of ‘Blood Quantum’ in Māori Identity”

authors: Edwards, Alvina Jean

subjects: Blood quantum

abstract: “The master’s tools will never dismantle the master’s house” (Lorde, 1984, p.94)

This thesis begins and ends with being Ngāi Tahu, the two fundamental questions that generated this topic are: Who determines Indigenous legal identity? Who defines tribal membership and affiliation? Although the idea of defining Indigenous Peoples, for political purposes originated in colonial times, the complications, and complexities of defining who an Indigenous individual remains a truly contentious issue. This thesis will draw on the Indigenous Māori methodology of pūrākau, or story work for its structure and method to explore the above questions relating to Indigenous identity. The pūrākau approach enables the research to harness mātauranga Māori knowledge such as whakapapa and korero tuku iho alongside western thought, which is now inked in academic disciplines such as in the study of law. This thesis explores notions such as Indigenous ‘blood’ and our Indigenous ‘DNA.’ It is argued that to understand the history, the politics, the laws of blood quantum and DNA, it is important to understand the mind of the coloniser and the tools they continue to use. 

The study of blood quantum has become an important aspect of the tino rangatiratanga (self-determination) of many Indigenous peoples. From a historical and cultural perspective, blood quantum standards divide and alienate communities, and perpetuate a discourse that promotes internalised self-hatred, alienation, and fractionation. This research will develop pūrākau as a pedagogy through creating learning tools. These new learning tools will counteract the possibility of our Indigenous Peoples from being trapped within these social constructions. The thesis will explore possible self-determination techniques which emphasize pūrākau in establishing identity through creating a journey of recovery through the application of pūrākau in decolonising blood quantum ideology. Ultimately, Indigenous Peoples of Canada, New Zealand and the United States of America need to be the ones in control of their identity, tribal affiliation, cultural continuity, destiny, and the way they are legally defined.

Let's reclaim our stolen tools (Lorde, 1979)

text: Blood Quantum  “A Pūrākau approach to understanding the impact of ‘Blood Quantum’ in Māori Identity” “The master’s tools will never dismantle the master’s house” (Lorde, 1984, p.94)

This thesis begins and ends with being Ngāi Tahu, the two fundamental questions that generated this topic are: Who determines Indigenous legal identity? Who defines tribal membership and affiliation? Although the idea of defining Indigenous Peoples, for political purposes originated in colonial times, the complications, and complexities of defining who an Indigenous individual remains a truly contentious issue. This thesis will draw on the Indigenous Māori methodology of pūrākau, or story work for its structure and method to explore the above questions relating to Indigenous identity. The pūrākau approach enables the research to harness mātauranga Māori knowledge such as whakapapa and korero tuku iho alongside western thought, which is now inked in academic disciplines such as in the study of law. This thesis explores notions such as Indigenous ‘blood’ and our Indigenous ‘DNA.’ It is argued that to understand the history, the politics, the laws of blood quantum and DNA, it is important to understand the mind of the coloniser and the tools they continue to use. 

The study of blood quantum has become an important aspect of the tino rangatiratanga (self-determination) of many Indigenous peoples. From a historical and cultural perspective, blood quantum standards divide and alienate communities, and perpetuate a discourse that promotes internalised self-hatred, alienation, and fractionation. This research will develop pūrākau as a pedagogy through creating learning tools. These new learning tools will counteract the possibility of our Indigenous Peoples from being trapped within these social constructions. The thesis will explore possible self-determination techniques which emphasize pūrākau in establishing identity through creating a journey of recovery through the application of pūrākau in decolonising blood quantum ideology. Ultimately, Indigenous Peoples of Canada, New Zealand and the United States of America need to be the ones in control of their identity, tribal affiliation, cultural continuity, destiny, and the way they are legally defined.

Let's reclaim our stolen tools (Lorde, 1979)

year: 2020