Accuracy of text psyche base on moods interpretation
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Date
2008
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Publisher
UMT Lahore
Abstract
The study, based on Linguistics and Text Mining integrated research, aims to investigate the problem of determining the accuracy of the overall psyche of a text by identifying and interpreting human psychic states-more commonly referred to as 'moods' and the relationship between the words associated with moods and neutral words/phrases to form a particular psyche. Psyche mining of a text relies, to a larger extent, on extracting moods and emotions of a writer by classifying his/her document according to words belonging to the specific mood categories. The study examines not only the overall psyche of a text, that how a particular text can be labeled as a particular mood expressive text, e.g, 'a joyful text,' etc, but also the omplexities which are involved in the interpretation of multiple emotions within the same text to determine the accuracy of the extracted psyche. A text mining tool 'Psyche Map' has been developed for the extraction of words associated with moods from the text and the determination of the text psyche based on the calculation of the weightages attached to these words associated with moods. The tool is tuned to tag local psyche on account of its basis in determination of moods, their synonyms and their respective weightages, which was undertaken locally from non-native English language teachers who teach at undergraduate level. This methodology was applied to the English essays written by the non-native undergraduate university students of English language and the psyche of their texts have been accurately determined assessed by tool on the basis of moods interpretation.