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Computer Science > Computation and Language

arXiv:2208.14349 (cs)
[Submitted on 30 Aug 2022]

Title:WikiLink: an encyclopedia-based semantic network for design innovation

Authors:Haoyu Zuo, Qianzhi Jing, Tianqi Song, Huiting Liu, Lingyun Sun, Peter Childs, Liuqing Chen
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Abstract:Data-driven design and innovation is a process to reuse and provide valuable and useful information. However, existing semantic networks for design innovation is built on data source restricted to technological and scientific information. Besides, existing studies build the edges of a semantic network only on either statistical or semantic relationships, which is less likely to make full use of the benefits from both types of relationships and discover implicit knowledge for design innovation. Therefore, we constructed WikiLink, a semantic network based on Wikipedia. Combined weight which fuses both the statistic and semantic weights between concepts is introduced in WikiLink, and four algorithms are developed for inspiring new ideas. Evaluation experiments are undertaken and results show that the network is characterised by high coverage of terms, relationships and disciplines, which proves the network's effectiveness and usefulness. Then a demonstration and case study results indicate that WikiLink can serve as an idea generation tool for innovation in conceptual design. The source code of WikiLink and the backend data are provided open-source for more users to explore and build on.
Comments: 20 pages, 11 figures
Subjects: Computation and Language (cs.CL); Digital Libraries (cs.DL)
Cite as: arXiv:2208.14349 [cs.CL]
  (or arXiv:2208.14349v1 [cs.CL] for this version)
  https://doi.org/10.48550/arXiv.2208.14349
Journal reference: Journal of Intelligence 10, no. 4 (2022): 103
Related DOI: https://doi.org/10.3390/jintelligence10040103

Submission history

From: Haoyu Zuo [view email]
[v1] Tue, 30 Aug 2022 15:48:36 UTC (5,586 KB)
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