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Changes in the style and content of Australian election campaign speeches from 1901 to 2016: a computational linguistic analysis
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In: ICAME Journal (2017)
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The Psychological Underpinnings of Conservative/Liberal Ideology in the Australian Federal Parliament: A Computational Linguistic Analysis
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Ranking contemporary American poems
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In: Literary and Linguistic Computing (2013) ; http://ssrn.com/abstract=2208452 (2013)
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Abstract:
In this paper I use computational linguistics to find the differences between poems written by amateurs and poems written by professionals. I identify a number of linguistic variables that are important in distinguishing between the two classes of poems. To a large extent the findings corroborate those of earlier researchers, such as the fact that professional poems have more concrete language than amateur poems. However, I go on to use the identifed characteristics to create an ensemble classifier using the principles of machine learning. The holdout sample classification accuracy of the classifier is 80%. Furthermore, I go on to use the scores generated by the classifier to rank a number of contemporary American poets on a continuum from "amateur" to "professional". This method could be used by publishers to run an initial check on submitted poems to determine their merit.
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Keyword:
American poetry; computational linguistics; digital humanities; machine learning
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URL: http://hdl.handle.net/1885/9722
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4 |
Ranking contemporary American poems
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In: Literary and Linguistic Computing (2013) ; http://ssrn.com/abstract=2208452 (2013)
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The Selection of Cabinet Ministers in the Australian Federal Parliament
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The Selection of Cabinet Ministers in the Australian Federal Parliament
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The Selection of Cabinet Ministers in the Australian Federal Parliament ...
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