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Semantic Analysis Approach to Studying Design Problem Solving
Semantic Analysis Approach to Studying Design Problem Solving
- Source :
- Proceedings of the Design Society: International Conference on Engineering Design. 1:1823-1832
- Publication Year :
- 2019
- Publisher :
- Cambridge University Press (CUP), 2019.
-
Abstract
- To objectively and quantitatively study transcribed protocols of design problem solving conversations, we propose a semantic analysis approach based on dynamic semantic networks of nouns constructed with WordNet 3.1 lexical database. We examined the applicability of the semantic approach focused on a dynamic evaluation of the design problem solving process in educational settings. Using a case of real- world design problem-solving conversations, we show that the approach is able to determine the time dynamics of semantic factors such as level of abstraction, polysemy or information content, and quantify convergence/divergence of semantic similarity in design conversations between students, instructors and real clients. The approach can also be used to evaluate the aforementioned semantic factors for successful and unsuccessful ideas generated in the process of design problem solving, or to assess the effect of external feedback on the developed design solution. The proposed semantic analysis approach allows fast computation of the semantic factors in real time thereby demavonstrating a potential for both monitoring and support of the design problem solving process.
- Subjects :
- Computer science
business.industry
Semantic analysis (machine learning)
05 social sciences
0211 other engineering and technologies
WordNet
050109 social psychology
02 engineering and technology
General Medicine
computer.software_genre
Lexical database
Semantic network
Semantic similarity
Design process
0501 psychology and cognitive sciences
Artificial intelligence
Polysemy
business
computer
Natural language processing
021106 design practice & management
Abstraction (linguistics)
Subjects
Details
- ISSN :
- 22204342
- Volume :
- 1
- Database :
- OpenAIRE
- Journal :
- Proceedings of the Design Society: International Conference on Engineering Design
- Accession number :
- edsair.doi...........de9dc3a8bcb01e912c2a5304f82f3eb9
- Full Text :
- https://doi.org/10.1017/dsi.2019.188