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Book Chapter

Published: 25 May 2026
EISBN: 978-1-80592-096-0
ISBN: 978-1-80592-097-7
... 20 – Proceedings of the 2007 conference . https://arxiv.org/pdf/1003.0783 Blei , D. M. , Ng , A. Y. , & Jordan , M. I. ( 2012 ). Latent Dirichlet allocation . Journal of Machine Learning Research . 10.1162/jmlr.2003.3.4-5.993 Grootendorst , M. ( 2022 ). BERTopic...
Images
A horizontal bar chart shows normalized topic frequencies for A I and D T classes across multiple global research themes.
Published: 25 May 2026
Innovation Enterprise Sustainability: 0.98. Note: All numerical values are approximated. The figure displays topic distribution across AI and DT using BERTopic’s topics-per-class methodology. Each horizontal bar represents the frequency of globally derived topics within specific academic disciplines More about this image found in Topics per Class. A horizontal bar chart shows normalized topic frequenc...
Book Chapter
Published: 13 April 2026
10.1108/978-1-80592-096-020261003
EISBN: 978-1-80592-096-0
ISBN: 978-1-80592-097-7
... methodologies. Methodological Limitations Data Preprocessing BERTopic combines multiple sophisticated techniques. It relies on neural embeddings to capture semantic relationships between documents, employs Uniform Manifold Approximation and Projection (UMAP) for dimensionality reduction while preserving both...
Book
Published online: 13 April 2026
Published in print: 25 May 2026
10.1108/978-1-80592-096-0
EISBN: 978-1-80592-096-0
ISBN: 978-1-80592-097-7
Book Chapter

Series: Research in the Sociology of Organizations
Published: 06 April 2026
EISBN: 978-1-80592-555-2
ISBN: 978-1-80592-556-9
... . Columbia University Press . Grant , D. , & Vasi , I. B. ( 2017 ). Civil society in an age of environmental accountability: The effects of local NGOs on U.S. power plants’ CO2 Emissions . Sociological Forum , 32 , 94 – 115 . Grootendorst , M. ( 2022 ). BERTopic: Neural topic...
Book Chapter
Series: Research in the Sociology of Organizations
Published: 06 April 2026
10.1108/S0733-558X20260000102004
EISBN: 978-1-80592-555-2
ISBN: 978-1-80592-556-9
... using the topic modeling technique implemented in the BERTopic python package ( Grootendorst, 2022 ). We identified the most common topics in the CSR documents after splitting each document by sentence using spaCy’s sentence recognizer, resulting in 76,834 sentences in total ( Honnibal et al., [2014...
Book

Series: Research in the Sociology of Organizations
Published: 06 April 2026
10.1108/978-1-80592-555-2
EISBN: 978-1-80592-555-2
ISBN: 978-1-80592-556-9
Book Chapter

Published: 01 December 2025
EISBN: 978-1-83708-340-4
ISBN: 978-1-83708-341-1
... and Applied Electronic Commerce Research , 20 ( 2 ). Törnberg , A. , & Törnberg , P. ( 2025 ). The aesthetics of climate misinformation: Computational multimodal framing analysis with BERTopic and CLIP . Environmental Politics , 1 – 24 . Watkins , J. ( 2024 ). Conceptualizing...
Book Chapter
Published: 01 December 2025
10.1108/978-1-83708-340-420251002
EISBN: 978-1-83708-340-4
ISBN: 978-1-83708-341-1
... and Applied Electronic Commerce Research , 20 ( 2 ). Törnberg , A. , & Törnberg , P. ( 2025 ). The aesthetics of climate misinformation: Computational multimodal framing analysis with BERTopic and CLIP . Environmental Politics , 1 – 24 . Watkins , J. ( 2024 ). Conceptualizing...
Book
Book Chapter
Series: Review of Management Literature
Published: 01 September 2025
10.1108/S2754-58652025000004A007
EISBN: 978-1-83708-756-3
ISBN: 978-1-83708-757-0
..., though we provide a comprehensive overview of SuHRM utilizing bibliometrics and TCCM content analysis, follow-up studies can use unsupervized machine learning techniques such as the BERTopic model to uncover and showcase thematic structures within textual data of SuHRM literature. References References...
Book
Series: Review of Management Literature
Published online: 01 September 2025
Published in print: 14 August 2025
10.1108/978-1-83708-756-3
EISBN: 978-1-83708-756-3
ISBN: 978-1-83708-757-0
Book Chapter

Published: 02 December 2024
EISBN: 978-1-83797-524-2
ISBN: 978-1-83797-525-9
...? An application of BERTopic to Roblox user eWOM . Internet Research (ahead of print). Onu, Pradhan, & Mbohwa, 2023 Onu , P. , Pradhan , A. , & Mbohwa , C. ( 2023 ). Potential to use metaverse for future teaching and learning . Education and Information Technologies...
Book Chapter
Published: 02 December 2024
10.1108/978-1-83797-524-220241001
EISBN: 978-1-83797-524-2
ISBN: 978-1-83797-525-9
... technology in education among student teachers: A path analysis . Education Sciences , 11 ( 9 ), 564 . Oh, Yi, & Kim, 2023 Oh , Y. K. , Yi , J. , & Kim , J. ( 2023 ). What enhances or worsens the user-generated metaverse experience? An application of BERTopic...
Book
Book Chapter

Series: New Horizons in Managerial and Organizational Cognition
Published: 30 October 2023
EISBN: 978-1-83797-316-3
ISBN: 978-1-83797-317-0
... , A. , & Bundy , J. ( 2020 ). Media coverage of firms: Background, integration, and directions for future research . Journal of Management , 46 , 36 – 69 . Grootendorst, 2022 Grootendorst , M. ( 2022 ). BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv...
Book Chapter
Series: New Horizons in Managerial and Organizational Cognition
Published: 30 October 2023
10.1108/S2397-521020230000006004
EISBN: 978-1-83797-316-3
ISBN: 978-1-83797-317-0
.... , König , A. , & Bundy , J. ( 2020 ). Media coverage of firms: Background, integration, and directions for future research . Journal of Management , 46 , 36 – 69 . Grootendorst, 2022 Grootendorst , M. ( 2022 ). BERTopic: Neural topic modeling with a class-based TF-IDF...
Book Chapter
Series: International Perspectives on Equality, Diversity and Inclusion
Published: 09 May 2023
10.1108/S2051-233320230000008011
EISBN: 978-1-80455-754-9
ISBN: 978-1-80455-755-6
.... In this regard, we believe that this study will make a contribution to the related literature. 3. Methodology We integrate BERTopic modeling and VADER sentiment analysis to figure out the prevailing topics among the couriers of online order application companies about their work experience during the Covid-19...
Book

Series: New Horizons in Managerial and Organizational Cognition
Published: 30 October 2023
10.1108/S2397-5210202306
EISBN: 978-1-83797-316-3
ISBN: 978-1-83797-317-0
Book Chapter

Series: International Perspectives on Equality, Diversity and Inclusion
Published: 09 May 2023
EISBN: 978-1-80455-754-9
ISBN: 978-1-80455-755-6
... . Goldstein, & Orris 1964 Goldstein , D. H. , & Orris , L. ( 1964 ). Diseases of white-collar workers . Public Health Reports , 79 ( 11 ), 958 – 962 . Grootendorst 2022 Grootendorst , M. ( 2022 ). BERTopic: Neural topic modeling with a class-based TF-IDF procedure...

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