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Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research

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References

2005CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature6,491 cited
2013Big Data : The Management Revolution3,540 cited
2012Big data: the management revolution.2,326 cited
2010A unified approach to mapping and clustering of bibliometric networks2,237 cited
2008An approach to discovering new technology opportunities: Keyword-based patent map approach443 cited
2004Tech Mining: Exploiting New Technologies for Competitive Advantage411 cited
2014Identifying emerging topics in science and technology379 cited
1995Technology opportunities analysis287 cited
2004A systematic approach for identifying technology opportunities: Keyword-based morphology analysis273 cited
2011Clustering More than Two Million Biomedical Publications: Comparing the Accuracies of Nine Text-Based Similarity Approaches271 cited
2009Business planning based on technological capabilities: Patent analysis for technology-driven roadmapping246 cited
2014Clustering scientific documents with topic modeling239 cited
2008Using patent information for designing new product and technology: keyword based technology roadmapping171 cited
2008Monitoring the organic structure of technology based on the patent development paths147 cited

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2011SAO network analysis of patents for technology trends identification: a case study of polymer electrolyte membrane technology in proton exchange membrane fuel cells128 cited

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