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A text mining analysis of the climate change literature in industrial ecology

Author

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  • Fazle Rabbi Dayeen
  • Abhinav S. Sharma
  • Sybil Derrible

Abstract

The literature on climate change research has evolved tremendously since the 1990s. The goal of this study is to use text mining to review the climate change literature and study the evolution of the main trends over time. Specific keywords from articles published in the special issue “ Industrial Ecology for Climate Change Adaptation and Resilience” in the Journal of Industrial Ecology are first selected. Details of over 35,000 publications containing these keywords are downloaded from the Web of Science from 1990 to 2018. The number of publications and co‐occurrence of keywords are analyzed. Moreover, latent Dirichlet allocation (LDA)—a probabilistic approach that can retrieve topics from large and unstructured text documents—is applied on the abstracts to uncover the main topics (consisting of new terms) that naturally emerge from them. The evolution in time of the importance of some emerging topics is then analyzed on the basis of their relative frequency. Overall, a rapid growth in climate change publications is observed. Terms such as “climate change adaptation” appear on the rise, whereas other terms are declining such as “pollution.” Moreover, several terms tend to co‐occur frequently, such as “climate change adaptation” and “resilience.” The database collected and the LiTCoF (Literature Topic Co‐occurrence and Frequency) Python‐based tool developed for this study are also made openly accessible. This article met the requirements for a gold – gold JIE data openness badge described http://jie.click/badges.

Suggested Citation

  • Fazle Rabbi Dayeen & Abhinav S. Sharma & Sybil Derrible, 2020. "A text mining analysis of the climate change literature in industrial ecology," Journal of Industrial Ecology, Yale University, vol. 24(2), pages 276-284, April.
    • Handle: RePEc:bla:inecol:v:24:y:2020:i:2:p:276-284
    DOI: 10.1111/jiec.12998
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    References listed on IDEAS

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    1. John S. Mulrow & Sybil Derrible & Weslynne S. Ashton & Shauhrat S. Chopra, 2017. "Industrial Symbiosis at the Facility Scale," Journal of Industrial Ecology, Yale University, vol. 21(3), pages 559-571, June.
    2. Cobo, M.J. & López-Herrera, A.G. & Herrera-Viedma, E. & Herrera, F., 2011. "An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the Fuzzy Sets Theory field," Journal of Informetrics, Elsevier, vol. 5(1), pages 146-166.
    3. Sara Meerow & Joshua P. Newell, 2015. "Resilience and Complexity: A Bibliometric Review and Prospects for Industrial Ecology," Journal of Industrial Ecology, Yale University, vol. 19(2), pages 236-251, April.
    4. Nasir Ahmad & Sybil Derrible, 2015. "Evolution of Public Supply Water Withdrawal in the USA: A Network Approach," Journal of Industrial Ecology, Yale University, vol. 19(2), pages 321-330, April.
    5. Massimo Pizzol, 2015. "Life Cycle Assessment and the Resilience of Product Systems," Journal of Industrial Ecology, Yale University, vol. 19(2), pages 296-306, April.
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    Cited by:

    1. Clement, Dr. Jessica & Crutzen, Prof. Nathalie, 2021. "How Local Policy Priorities Set the Smart City Agenda," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    2. Mikhail V. Chester, 2020. "Industrial ecology in support of climate change adaptation," Journal of Industrial Ecology, Yale University, vol. 24(2), pages 271-275, April.
    3. Yu-Ling Sun & Chun-Hua Zhang & Ying-Jie Lian & Jia-Min Zhao, 2022. "Exploring the Global Research Trends of Cities and Climate Change Based on a Bibliometric Analysis," Sustainability, MDPI, vol. 14(19), pages 1-19, September.
    4. Böhmecke-Schwafert, Moritz & García Moreno, Eduardo, 2023. "Exploring blockchain-based innovations for economic and sustainable development in the global south: A mixed-method approach based on web mining and topic modeling," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    5. Kerstin K. Zander & Hunter S. Baggen & Stephen T. Garnett, 2023. "Topic modelling the mobility response to heat and drought," Climatic Change, Springer, vol. 176(4), pages 1-20, April.
    6. Diego Alejandro Salinas-Velandia & Felipe Romero-Perdomo & Stephanie Numa-Vergel & Edwin Villagrán & Pilar Donado-Godoy & Julio Ricardo Galindo-Pacheco, 2022. "Insights into Circular Horticulture: Knowledge Diffusion, Resource Circulation, One Health Approach, and Greenhouse Technologies," IJERPH, MDPI, vol. 19(19), pages 1-16, September.

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