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Using applied NLP to extract reflective expressions from natural language text

Reflective practice is an important professional capability that is often developed through reflective writing. Within many disciplines, reflective writing is used as part of the learning process to help students develop reflective practice capability. However, this kind of writing is very different from other forms of writing as it is more about personal development and learning than it is about particular topics.Much of current Natural Language Processing (NLP) technologies are designed to focus on the content of text. This project …

Study level
PhD, Master of Philosophy, Honours
Faculty
Science and Engineering Faculty
School
School of Information Systems
Research centre(s)
Centre for Data Science

Visualisation of Text Analytics

Natural language is complex to analyse and the results of the analysis are often difficult to convey in a meaningful way. One approach is to convey resultant analytics in the context of the original text by visually annotating the text. This project will suit someone with an interest in visual style who also possesses basic programming skills.

Study level
Honours, Vacation research experience scheme
Faculty
Science and Engineering Faculty
School
School of Information Systems
Research centre(s)
Centre for Data Science

Beyond sentiment analysis: identifying affect in reflective text

Sentiment analysis has become a highly valued form of text analysis, particularly for companies who want to distil customer sentiment from social media. As a result, it is an active area of Natural Language Processing (NLP) research. However, much of the work is concerned with the accuracy of positive and negative classification. When it comes to more nuanced analysis of affect and emotion, the research is much more limited.This project will focus on developing approaches to nuanced analysis of affect …

Study level
PhD, Master of Philosophy, Honours, Vacation research experience scheme
Faculty
Science and Engineering Faculty
School
School of Information Systems
Research centre(s)
Centre for Data Science

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