Proceedings of the ... International Conference on Engineering Design · 2019 · 12 citations · 24 references
ComputingComputer ScienceDesignKnowledge RepresentationNatural Language ProcessingTransportationIdea GenerationSensemakingVisual ThinkingCrowdsourcingDesign Ideation ModelsNoveltyText-to-concept MappingTransportation System DesignVisual Ideation
Abstract Textual idea data from online crowdsourcing contains rich information of the concepts that underlie the original ideas and can be recombined to generate new ideas. But representing such information in a way that can stimulate new ideas is not a trivial task, because crowdsourced data are often vast and in unstructured natural languages. This paper introduces a method that uses natural language processing to summarize a massive number of idea descriptions and represents the underlying concept space as word clouds with a core-periphery structure to inspire recombinations of such concepts into new ideas. We report the use of this method in a real public-sector-sponsored project to explore ideas for future transportation system design. Word clouds that represent the concept space underlying original crowdsourced ideas are used as ideation aids and stimulate many new ideas with varied novelty, usefulness and feasibility. The new ideas suggest that the proposed method helps expand the idea space. Our analysis of these ideas and a survey with the designers who generated them shed light on how people perceive and use the word clouds as ideation aids and suggest future research directions.
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Models of core/periphery structures
Stephen P. Borgatti, Martin G. Everett · Social Networks · 2000 · 2.2K citations
Engineering, Computational Engineering, Structural Engineering +9
Crowdsourcing the Public Participation Process for Planning Projects
Daren C. Brabham · Planning Theory · 2009 · 670 citations
W. Brian Arthur · Research Policy · 2007 · 473 citations