Articles with "topic modelling" as a keyword



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Media Framing Dynamics of the ‘European Refugee Crisis’: A Comparative Topic Modelling Approach

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Published in 2019 at "Journal of Refugee Studies"

DOI: 10.1093/jrs/fez025

Abstract: The complexity and duration of the so-called ‘European refugee crisis’ created a climate of uncertainty, which left ample room for mass media to shape citizens’ understanding of what the arrival of these refugees meant for… read more here.

Keywords: european refugee; topic modelling; refugee crisis; media framing ... See more keywords
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Capturing the experiences of UK healthcare workers during the COVID-19 pandemic: A structural topic modelling analysis of 7,412 free-text survey responses

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Published in 2022 at "PLoS ONE"

DOI: 10.1101/2022.06.16.22276487

Abstract: Background Healthcare workers (HCWs) have provided vital services during the COVID-19 pandemic, but existing research consists of quantitative surveys (lacking in depth or context) or qualitative interviews (with limited generalisability). Structural Topic Modelling (STM) of… read more here.

Keywords: topic modelling; free text; survey; covid pandemic ... See more keywords
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Identifying hidden semantic structures in Instagram data: a topic modelling comparison

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Published in 2021 at "Tourism Review"

DOI: 10.1108/tr-05-2021-0244

Abstract: Purpose Intrigued by the methodological challenges emerging from text complexity, the purpose of this study is to evaluate the effectiveness of different topic modelling algorithms based on Instagram textual data. Design/methodology/approach By taking Instagram posts… read more here.

Keywords: semantic structures; instagram data; topic modelling; hidden semantic ... See more keywords
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DATM: A Novel Data Agnostic Topic Modeling Technique With Improved Effectiveness for Both Short and Long Text

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Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3262653

Abstract: Topic modelling is important for tackling several data mining tasks in information retrieval. While seminal topic modelling techniques such as Latent Dirichlet Allocation (LDA) have been proposed, the ubiquity of social media and the brevity… read more here.

Keywords: data agnostic; datm novel; agnostic topic; topic ... See more keywords
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Two-stage topic modelling of scientific publications: A case study of University of Nairobi, Kenya

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Published in 2021 at "PLoS ONE"

DOI: 10.1371/journal.pone.0243208

Abstract: Unsupervised statistical analysis of unstructured data has gained wide acceptance especially in natural language processing and text mining domains. Topic modelling with Latent Dirichlet Allocation is one such statistical tool that has been successfully applied… read more here.

Keywords: two stage; topic modelling; university nairobi; stage topic ... See more keywords

Using topic modelling for unsupervised annotation of electronic health records to identify an outbreak of disease in UK dogs

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Published in 2021 at "PLoS ONE"

DOI: 10.1371/journal.pone.0260402

Abstract: A key goal of disease surveillance is to identify outbreaks of known or novel diseases in a timely manner. Such an outbreak occurred in the UK associated with acute vomiting in dogs between December 2019… read more here.

Keywords: electronic health; health records; topic; disease ... See more keywords
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Artificial intelligence for topic modelling in Hindu philosophy: Mapping themes between the Upanishads and the Bhagavad Gita

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Published in 2022 at "PLoS ONE"

DOI: 10.1371/journal.pone.0273476

Abstract: The Upanishads are known as one of the oldest philosophical texts in the world that form the foundation of Hindu philosophy. The Bhagavad Gita is the core text of Hindu philosophy and is known as… read more here.

Keywords: philosophy; upanishads bhagavad; topic modelling; bhagavad gita ... See more keywords
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Possibilistic Fuzzy C-means Topic Modelling for Twitter Sentiment Analysis

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Published in 2018 at "International Journal of Intelligent Engineering and Systems"

DOI: 10.22266/ijies2018.0630.11

Abstract: Social media are generating an enormous amount of sentiment data in the form of companies getting their customers’ opinions on their products, political sentiment analysis and movie reviews, etc. In this scenario, twitter sentiment analysis… read more here.

Keywords: topic modelling; sentiment; twitter sentiment; possibilistic fuzzy ... See more keywords
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Topic Modelling and Sentiment Analysis of Tweets Related to Freedom Convoy 2022 in Canada

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Published in 2022 at "International Journal of Public Health"

DOI: 10.3389/ijph.2022.1605241

Abstract: Objectives: This study aimed to investigate public discourses and sentiments regarding the Freedom Convoy in Canada on Twitter. Methods: English tweets were retrieved from Twitter API from 15 January to 14 February 2022 when the… read more here.

Keywords: topic; topic modelling; freedom convoy; modelling sentiment ... See more keywords