Conference proceeding
A Data-Driven NLP Approach to Analyzing Framing and Reframing in Design Protocols
Data-Driven Intelligence - Proceedings of the 42nd Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2024),, v 2, pp 547-556
01 Jan 2024
Abstract
This study introduces a novel data-driven approach to quantitatively characterize and measure framing and reframing (F-RF) behaviors during design problem-solving. F-RF are cognitive processes which shape problem understanding and solution development in design. Quantitative measurement methods for F-RF remain largely unexplored. The proposed approach utilizes protocol analysis combined with Natural Language Processing (NLP) algorithms to track the occurrences and re-occurrences of design concepts expressed verbally while designing. Specifically, NLP algorithms are employed to identify F-RF, enabling the systematic tracking of F-RFs and their corresponding semantic values. By calculating the semantic value of concepts and frames, the approach enables determining how a concept and a frame differed from the previous occurrences. A case study of an architect and a student demonstrates this data-driven approach. The proposed methodology holds potential for the development of systems capable of providing real-time feedback to students and professional designers, supporting and enhancing their framing skills during the design process.
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Details
- Title
- A Data-Driven NLP Approach to Analyzing Framing and Reframing in Design Protocols
- Creators
- Hernan Casakin - Ariel UniversityHadas Sopher - Ariel UniversityOr H. Anidjar - Ariel UniversityJohn S. Gero - University of North Carolina at Charlotte
- Publication Details
- Data-Driven Intelligence - Proceedings of the 42nd Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2024),, v 2, pp 547-556
- Conference
- Data-Driven Intelligence - Proceedings of the 42nd Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2024), 42nd (Nicosia, Greece, 11 Sep 2024–13 Sep 2024)
- Series
- eCAADe Proceedings
- Number of pages
- 10
- Grant note
- 798/22 / ISRAEL SCIENCE FOUNDATION; Israel Science Foundation
- Resource Type
- Conference proceeding
- Language
- English
- Academic Unit
- Psychological and Brain Sciences (Psychology)
- Web of Science ID
- WOS:001691676800055
- Other Identifier
- 991022202936504721
InCites Highlights
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- Collaboration types
- Domestic collaboration
- International collaboration
- Web of Science research areas
- Computer Science, Interdisciplinary Applications
- Construction & Building Technology
- Engineering, Civil