title: Predicting polycyclic aromatic hydrocarbon concentrations in soil and water samples

authors: Holmes, Geoffrey

subjects: computer science

abstract: Polycyclic Aromatic Hydrocarbons (PAHs) are compounds found in the environment that can be harmful to humans. They are typically formed due to incomplete combustion and as such remain after burning coal, oil, petrol, diesel, wood, household waste and so forth. Testing laboratories routinely screen soil and water samples taken from potentially contaminated sites for PAHs using Gas Chromatography Mass Spectrometry (GC-MS). A GC-MS device produces a chromatogram which is processed by an analyst to determine the concentrations of PAH compounds of interest. In this paper we investigate the application of data mining techniques to PAH chromatograms in order to provide reliable prediction of compound concentrations. A workflow engine with an easy-to-use graphical user interface is at the heart of processing the data. This engine allows a domain expert to set up workflows that can load the data, preprocess it in parallel in various ways and convert it into data suitable for data mining toolkits. The generated output can then be evaluated using different data mining techniques, to determine the impact of preprocessing steps on the performance of the generated models and for picking the best approach. Encouraging results for predicting PAH compound concentrations, in terms of correlation coefficients and root-mean-squared error are demonstrated.

text: Predicting polycyclic aromatic hydrocarbon concentrations in soil and water samples Polycyclic Aromatic Hydrocarbons (PAHs) are compounds found in the environment that can be harmful to humans. They are typically formed due to incomplete combustion and as such remain after burning coal, oil, petrol, diesel, wood, household waste and so forth. Testing laboratories routinely screen soil and water samples taken from potentially contaminated sites for PAHs using Gas Chromatography Mass Spectrometry (GC-MS). A GC-MS device produces a chromatogram which is processed by an analyst to determine the concentrations of PAH compounds of interest. In this paper we investigate the application of data mining techniques to PAH chromatograms in order to provide reliable prediction of compound concentrations. A workflow engine with an easy-to-use graphical user interface is at the heart of processing the data. This engine allows a domain expert to set up workflows that can load the data, preprocess it in parallel in various ways and convert it into data suitable for data mining toolkits. The generated output can then be evaluated using different data mining techniques, to determine the impact of preprocessing steps on the performance of the generated models and for picking the best approach. Encouraging results for predicting PAH compound concentrations, in terms of correlation coefficients and root-mean-squared error are demonstrated.

year: 2010

title: Recommendation, collaboration and social search

authors: Nichols, David M.

subjects: computer science

abstract: This chapter considers the social component of interactive information retrieval: what is the role of other people in searching and browsing? For simplicity we begin by considering situations without computers. After all, you can interactively retrieve information without a computer; you just have to interact with someone or something else. Such an analysis can then help us think about the new forms of collaborative interactions that extend our conceptions of information search, made possible by the growth of networked ubiquitous computing technology.
Information searching and browsing have often been conceptualized as a solitary activity, however they always have a social component. We may talk about 'the' searcher or 'the' user of a database or information resource. Our focus may be on individual uses and our research may look at individual users. Our experiments may be designed to observe the behaviors of individual subjects. Our models and theories derived from our empirical analyses may focus substantially or exclusively on an individual's evolving goals, thoughts, beliefs, emotions and actions. Nevertheless there are always social aspects of information seeking and use present, both implicitly and explicitly.
We start by summarizing some of the history of information access with an emphasis on social and collaborative interactions. Then we look at the nature of recommendations, social search and interfaces to support collaboration between information seekers. Following this we consider how the design of interactive information systems is influenced by their social elements.

text: Recommendation, collaboration and social search This chapter considers the social component of interactive information retrieval: what is the role of other people in searching and browsing? For simplicity we begin by considering situations without computers. After all, you can interactively retrieve information without a computer; you just have to interact with someone or something else. Such an analysis can then help us think about the new forms of collaborative interactions that extend our conceptions of information search, made possible by the growth of networked ubiquitous computing technology.
Information searching and browsing have often been conceptualized as a solitary activity, however they always have a social component. We may talk about 'the' searcher or 'the' user of a database or information resource. Our focus may be on individual uses and our research may look at individual users. Our experiments may be designed to observe the behaviors of individual subjects. Our models and theories derived from our empirical analyses may focus substantially or exclusively on an individual's evolving goals, thoughts, beliefs, emotions and actions. Nevertheless there are always social aspects of information seeking and use present, both implicitly and explicitly.
We start by summarizing some of the history of information access with an emphasis on social and collaborative interactions. Then we look at the nature of recommendations, social search and interfaces to support collaboration between information seekers. Following this we consider how the design of interactive information systems is influenced by their social elements.

year: 2011

title: Older men gardening on the marae: Everyday practices for being Māori

authors: King, Pita

subjects: manaakitanga

abstract: Like indigenous peoples globally, Māori are over- represented among the homeless population due to processes of colonialism, disruptions and continued socio- economic marginalization. This article explores how, through gardening and other everyday practices, a group of older Māori men who are homeless find respite, reconnection, a sense of belonging, and remember Māori ways of being. We consider how the regular participation of these men also contributes to the reconciliation of the marae (communal complex used for everyday Māori life) space that has been reclaimed by Ngāti Whātua (local Auckland tribe) after a lengthy hiatus. Our analysis foregrounds the importance of core values of manaakitanga (care for others), whanaungatanga (relationships based on shared experience or kinship) and wairuatanga (spirituality) for responses to Māori homelessness.

text: Older men gardening on the marae: Everyday practices for being Māori Like indigenous peoples globally, Māori are over- represented among the homeless population due to processes of colonialism, disruptions and continued socio- economic marginalization. This article explores how, through gardening and other everyday practices, a group of older Māori men who are homeless find respite, reconnection, a sense of belonging, and remember Māori ways of being. We consider how the regular participation of these men also contributes to the reconciliation of the marae (communal complex used for everyday Māori life) space that has been reclaimed by Ngāti Whātua (local Auckland tribe) after a lengthy hiatus. Our analysis foregrounds the importance of core values of manaakitanga (care for others), whanaungatanga (relationships based on shared experience or kinship) and wairuatanga (spirituality) for responses to Māori homelessness.

year: 2015