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Exploring diverse interests of collaborators in smart cities: A topic analysis using LDA and BERT
1Integrated Major in Smart City Global Convergence, Technology Management Economics and Policy Program (TEMEP), Seoul National University, Seoul, South Korea.
This study analyzed smart city research topics across academia, industry, and government. Findings show a need to balance focus on technology with governance, environment, and healthcare for future smart city development.
Area of Science:
- Urban Studies
- Information Science
- Technology Management
Background:
- Urbanization presents complex challenges requiring innovative solutions.
- Smart cities offer a promising framework for addressing urban issues.
- Existing research often lacks a holistic view of diverse smart city stakeholders.
Purpose of the Study:
- To identify key research topics in smart cities by analyzing diverse stakeholder contributions.
- To suggest future research directions for balanced smart city development.
- To address the scarcity of research considering multiple collaborators.
Main Methods:
- Latent Dirichlet Allocation (LDA) for topic modeling.
- Bidirectional Encoder Representations from Transformers (BERT) for text analysis.
- Hype cycle analysis to assess research trends and public expectations.
Main Results:
- Sustainability and digital platforms show high interest across academia, industry, and government.
- Governance, resource management, and green spaces are less emphasized than technology.
- Smart city growth peaked between 2015-2021, with a subsequent slowdown indicating a need for innovation.
Conclusions:
- A significant imbalance exists in research topic distribution among smart city collaborators.
- Future development requires increased focus on underrepresented areas like governance, environment, economy, and healthcare.
- Findings provide actionable insights for researchers, policymakers, and industry to foster comprehensive smart city advancement.
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