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CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures
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21. Sebestyen, Adam, Rock, Johanna and Hirschberg, Urs Leonhard (2021) Towards Abductive Reasoning-Based Computational Design Tools - Using Machine Learning as a way to explore the combined design spaces of multiple parametric models

Stojakovic, V and Tepavcevic, B (eds.), Towards a new, configurable architecture - Proceedings of the 39th eCAADe Conference - Volume 1, University of Novi Sad, Novi Sad, Serbia, 8-10 September 2021, pp. 141-150 https://doi.org/10.52842/conf.ecaade.2021.1.141
22. Shou, Xinyue, Chen, Pinyang and Zheng, Hao (2021) Predicting the Heat Map of Street Vendors from Pedestrian Flow through Machine Learning

A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 2, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 569-578 https://doi.org/10.52842/conf.caadria.2021.2.569
23. Waishan Qiu , Wenjing Li, Xun Liu, and Xiaokai Huang (2021) Subjectively Measured Streetscape Qualities for Shanghai with Large-Scale Application of Computer Vision and Machine Learning

Proceedings of the 2021 DigitalFUTURES The 3rd International Conference on Computational Design and Robotic Fabrication (CDRF 2021) https://doi.org/https://doi.org/10.1007/978-981-16-5983-6_23
24. Wang, Dasong and Snooks, Roland (2021) Intuitive Behavior - The Operation of Reinforcement Learning in Generative Design Processes

A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 1, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 101-110 https://doi.org/10.52842/conf.caadria.2021.1.101
25. Wen Gao, Xuanming Zhang, Weixin Huang, and Shaohang Shi (2021) Command2Vec: Feature Learning of 3D Modeling Behavior Sequence—A Case Study on “Spiral-stair”

Proceedings of the 2021 DigitalFUTURES The 3rd International Conference on Computational Design and Robotic Fabrication (CDRF 2021) https://doi.org/https://doi.org/10.1007/978-981-16-5983-6_5
26. Yang, Qi; Cruz-Garza, Jesus G.; Kalantari, Saleh (2021) MindSculpt

ACADIA 2021: Realignments: Toward Critical Computation [Proceedings of the 41st Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-986-08056-7]. Online and Global. 3-6 November 2021. edited by B. Bogosian, K. Dörfler, B. Farahi, J. Garcia del Castillo y López, J. Grant, V. Noel, S. Parascho, and J. Scott. 182-193. https://doi.org/10.52842/conf.acadia.2021.182
27. Zhou, Yifan and Park, Hyoung-June (2021) Sketch with Artificial Intelligence (AI) - A Multimodal AI Approach for Conceptual Design

A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 1, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 201-210 https://doi.org/10.52842/conf.caadria.2021.1.201
28. Yönder, Veli Mustafa, Dogan, Fehmi and Çavka, Hasan Burak (2021) Deciphering and Forecasting Characteristics of Bodrum Houses Using Artificial Intelligence (AI) Approaches

Gomez, P and Braida, F (eds.), Designing Possibilities - Proceedings of the XXV International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2021), Online, 8 - 12 November 2021, pp. 241–252 https://papers.cumincad.org/cgi-bin/works/Show?sigradi2021_146
29. A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.) (2021) CAADRIA 2021: Projections, Volume 2

PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 2, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, 764 p. https://doi.org/10.52842/conf.caadria.2021.2
30. A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.) (2021) CAADRIA 2021: Projections, Volume 1

PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 1, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, 768 p. https://doi.org/10.52842/conf.caadria.2021.1
31. Abdelmohsen, S, El-Khouly, T, Mallasi, Z and Bennadji, A (eds.) (2021) ASCAAD 2021: Architecture in the Age of Disruptive Technologies - Transformation and Challenges

Architecture in the Age of Disruptive Technologies: Transformations and Challenges [9th ASCAAD Conference Proceedings ISBN 978-1-907349-20-1] Cairo (Egypt) [Virtual Conference] 2-4 March 2021. https://papers.cumincad.org/cgi-bin/works/Show?ascaad2021_000
32. Abdelmohsen, Sherif; Passaint Massoud (2021) Material-Based Parametric Form Finding: Learning Parametric Design through Computational Making

Abdelmohsen, S, El-Khouly, T, Mallasi, Z and Bennadji, A (eds.), Architecture in the Age of Disruptive Technologies: Transformations and Challenges [9th ASCAAD Conference Proceedings ISBN 978-1-907349-20-1] Cairo (Egypt) [Virtual Conference] 2-4 March 2021, pp. 521-535 https://papers.cumincad.org/cgi-bin/works/Show?ascaad2021_118
33. Albassel, Mohamed; Mustafa Waly (2021) Applying Machine Learning to Enhance the Implementation of Egyptian Fire and Life Safety Code in Mega Projects

Abdelmohsen, S, El-Khouly, T, Mallasi, Z and Bennadji, A (eds.), Architecture in the Age of Disruptive Technologies: Transformations and Challenges [9th ASCAAD Conference Proceedings ISBN 978-1-907349-20-1] Cairo (Egypt) [Virtual Conference] 2-4 March 2021, pp. 7-22 https://papers.cumincad.org/cgi-bin/works/Show?ascaad2021_021
34. Arora, Hardik, Bielski, Jessica, Eisenstadt, Viktor, Langenhan, Christoph, Ziegler, Christoph, Althoff, Klaus-Dieter and Dengel, Andreas (2021) Consistency Checker - An automatic constraint-based evaluator for housing spatial configurations

Stojakovic, V and Tepavcevic, B (eds.), Towards a new, configurable architecture - Proceedings of the 39th eCAADe Conference - Volume 2, University of Novi Sad, Novi Sad, Serbia, 8-10 September 2021, pp. 351-358 https://doi.org/10.52842/conf.ecaade.2021.2.351
35. Azambuja Varela, Pedro, Sousa, José Pedro and Silva Dias, Joana (2021) Drawing-to-Factory Process - Using freehand drawing to drive robotic assembly of brick walls

Stojakovic, V and Tepavcevic, B (eds.), Towards a new, configurable architecture - Proceedings of the 39th eCAADe Conference - Volume 1, University of Novi Sad, Novi Sad, Serbia, 8-10 September 2021, pp. 189-194 https://doi.org/10.52842/conf.ecaade.2021.1.189
36. Baºarir, Lale; Kutluhan Erol (2021) Briefing AI: From Architectural Design Brief Texts to Architectural Design Sketches

Abdelmohsen, S, El-Khouly, T, Mallasi, Z and Bennadji, A (eds.), Architecture in the Age of Disruptive Technologies: Transformations and Challenges [9th ASCAAD Conference Proceedings ISBN 978-1-907349-20-1] Cairo (Egypt) [Virtual Conference] 2-4 March 2021, pp. 23-31 https://papers.cumincad.org/cgi-bin/works/Show?ascaad2021_022
37. Belkaid, Alia; Abdelkader Ben Saci, Ines Hassoumi (2021) Human-Computer Interaction for Urban Rules Optimization

Abdelmohsen, S, El-Khouly, T, Mallasi, Z and Bennadji, A (eds.), Architecture in the Age of Disruptive Technologies: Transformations and Challenges [9th ASCAAD Conference Proceedings ISBN 978-1-907349-20-1] Cairo (Egypt) [Virtual Conference] 2-4 March 2021, pp. 603-613 https://papers.cumincad.org/cgi-bin/works/Show?ascaad2021_074
38. Calixto, Victor, Canuto, Robson, Noronha, Marcela, Afrooz, Aida, Gu, Ning and Celani, Gabriela (2021) A layered approach for the data-driven design of smart cities

A. Globa, J. van Ameijde, A. Fingrut, N. Kim, T.T.S. Lo (eds.), PROJECTIONS - Proceedings of the 26th CAADRIA Conference - Volume 2, The Chinese University of Hong Kong and Online, Hong Kong, 29 March - 1 April 2021, pp. 739-748 https://doi.org/10.52842/conf.caadria.2021.2.739
39. Cao, Shicong; Zheng, Hao (2021) A POI-Based Machine Learning Method in Predicting Health

ACADIA 2021: Realignments: Toward Critical Computation [Proceedings of the 41st Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-986-08056-7]. Online and Global. 3-6 November 2021. edited by B. Bogosian, K. Dörfler, B. Farahi, J. Garcia del Castillo y López, J. Grant, V. Noel, S. Parascho, and J. Scott. 160-169. https://doi.org/10.52842/conf.acadia.2021.160
40. Cesar Rodrigues, Ricardo, Kenzo Imagawa, Marcelo, Rubio Koga, Renan and Bertola Duarte, Rovenir (2021) Big Data vs Smart Data on the Generation of Floor Plans with Deep Learning

Gomez, P and Braida, F (eds.), Designing Possibilities - Proceedings of the XXV International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2021), Online, 8 - 12 November 2021, pp. 217–228 https://papers.cumincad.org/cgi-bin/works/Show?sigradi2021_114

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