Style classification and prediction of residential buildings based on machine learning

References

• Abbas, Z. F., and A. B. Sulaiman. 2010. “Dynamic Street Environment.” Justice and Sustainability 15 (5): 433–452.
   Google Scholar
• Akalin, A., K. Yildirim.,C. Wilson, and A. Saylan. 2010. “User’s Evaluation of House Facade: Preference, Complexity and Impressivenes[J]”. Open House International ,35(1), 57–65.
   Web of Science ®Google Scholar
• Rossi, A. 1984. The Architecture of the city[M]. Cambridge, MA: MIT Press.
   Google Scholar
• Arabacioglu, B. C. 2010. “Using Fuzzy Inference System for Architectural Space Analysis.” Applied Soft Computing 10 (3): 926–937.
   Web of Science ®Google Scholar
• Askari, A. H., K. B. Dola, and S. Soltani. 2014. “An Evaluation of the Elements and Characteristics of Historical Building Facades in the Context of Malaysia[J].” Urban Design International 19 (19): 113–124. doi:10.1057/udi.2013.18.
   Google Scholar
• Baker, J. M. 2018. American House Styles: A Concise Guide[M]. New York, NY:Courtryman Press.
   Google Scholar
• Banaei, M., A. Ahmadi, and A. Yazdanfar. 2017. “Application of Al Methods in the Clustering Of architecture interior forms[J].” Frontiers of Architectural Research, no. 6: 360–373. doi:10.1016/j.foar.2017.05.002.
   Google Scholar
• Bao, F., M. Schwarz, and P. Wonda. 2013. “Procedural Facade Variations from a Single layout[J].” ACM Transactions on Graphics 32 (1): 1–13.
   Web of Science ®Google Scholar
• Behbahani, P. A., M.J.Ostwald,and G. Ning. 2016. “A Syntactical Comparative Analysis of the Spatial Properties of Prairie style and Victorian domesticarchitecture[J].” Journal of Architecture 21 (21): 348–374. doi:10.1080/13602365.2016.1179661.
   Google Scholar
• Bogdan, M., J. K. Ghosh, and R. W. Doerge. 2004. “Modifying the Schwarz Bayesian Information Criterion to Locate Multiple Interacting Quantitative Trait loci[J].” Genetics Society of America 167 (2): 989–999.
   Google Scholar
• Boussora, K. 2015. “Formal Style of Medersas Buildings in North Africa[J].” Nexus Network Journal 17 (17): 103–115. doi:10.1007/s00004-015-0236-x.
   Google Scholar
• Bridge, N. 2015. “Architecture 101: From Frank Gehry to Ziggurats, an Essential Guide to Building Styles and Materials[M].” Avon, MA: Adams Media.
   Google Scholar
• Brown, G., and R. Gifford. 2001. “Architects Predict Lay Evaluations of Large Contemporary Buildings: Whose Conceptual Properties?” Environmental Psychology 21 (1): 93–99. doi:10.1006/jevp.2000.0176.
   Web of Science ®Google Scholar
• Calloway, S. H., K. A. Powers, and E. Cromley. 2012. The elements of style: an encyclopedia of domestic architectural detail. Richmond Hill,ON:Firefly Books.
   Google Scholar
• Canleaf, S. 2015. World Architecture Style Tour from Classic Temple to Modern Ferris Wheel [M]. Beijing: Machinery Press.
   Google Scholar
• Chen, C. 2016. CiteSpace: A Practical Guide for Mapping Scientific Literature[M]. Suite N Hauppauge,NY:Nova Science Pub Inc, UK ed..
   Google Scholar
• Cheng, C., and H. Li. 2018. “A Comparative Study of Chinese and Foreign Architectural Styles Based on EEG Technology[J].” Huazhong Architecture, 36(4): 39–42.
   Google Scholar
• Ching, F. D. K. 2014. Architecture: Form, Space, & Order[M]. New York: Wiley.
   Google Scholar
• Ching, F. D. K., M. M. Jarzombek, and V. Prakash. 2017. A Global History of architecture[M]. Hoboken, NY: Wiley.
   Google Scholar
• Chiu, T., D. Fang, J. Chen, Y. Wang, and C. Jeris. 2001. “A Robust and Scalable Clustering Algorithm for Mixed Type Attributes in Large Database environment[J].” Proceedings of the 7th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 263–268, San Francisco.
   Google Scholar
• Claudia, Z., and T. Daniela. 2019. Baroque and Rococo Architecture [M]. Beijing: Beijing Art Photography Press.
   Google Scholar
• Coho, W. 2006. Architectural Style [M]. Shenyang: Liaoning Science and Technology Press.
   Google Scholar
• Cragoe, C. D. 2008. How to Read Buildings: A Crash Course in Architectural Styles. New York, NY: Rizzoli.
   Google Scholar
• Cubukcu, E., and I. Kahraman. 2008. “Hue, Saturation, Lightness, and Building Exterior Preference: An Empirical Study in Turkey Comparing Architects’ and Non Architects’ Evaluative and Cognitive judgments[J].” Color Research and Application 33 (5): 395–405. doi:10.1002/col.20436.
   Web of Science ®Google Scholar
• Doersch, C., S. Singh, A. Gupta, J. Sivic, and A.A. Efros. 2012. “What Makers Paris Look paris?[J].” ACM Transactions on Graphics 31 (4): 1–9.doi:10.1145/2185520.2185597.
   Web of Science ®Google Scholar
• Duarte, J. P. 2005. “Towards the Mass Customization of Housing: The Grammar of Siza’shouses at Malagueira[J].” Environment and Planning. B, Planning & Design 32 (3): 347–380. doi:10.1068/b31124.
   Google Scholar
• Edwards, A. T. 2016. Style and Composition in Architecture - an Exposition of the Canon of Number Punctuation and Inflection[M]. Jersey City, NJ:Forbes Press.
   Google Scholar
• Fan, L., P. Musialski, L. Liu, and P. Wonka. 2014. “Structure Completion for Facade layouts[J].” ACM Transactions on Graphics 33 (6): 1–11.
   Web of Science ®Google Scholar
• Fernie, E. 2014. Romanesque Architecture: The first Style of the European age[M]. New Haven, CT: Yale university press.
   Google Scholar
• Fletcher, B. 2018. A History of Architecture on the Comparative Method: For the Student, Craftsman, and Amateur[M]. Seattle, WA: CreateSpace Independent Publishing Platform.
   Google Scholar
• Frampton, K., and J. Cava. 2001. Studies in Tectonic Culture: The Poetics of Construction in Nineteenth and Twentieth century[M]. Cambridge, MA: MIT Press.
   Google Scholar
• Gao, F. 2009. Functionalist Architecture [M]. Tianjin: Tianjin University Press.
   Google Scholar
• Jeong,J.S., García-Moruno L, Hernández-Blanco, J.2013.A site planning approach for rural buildings into a landscape using a spatial multi-criteria decision analysis methodology [J].Land Use Policy, 2013,32:108-118.
   Google Scholar
• Giedion, S. 2009. Space, Time and Architecture: The Growth of a New Tradition, Fifth Revised and Enlarged Edition[M]. Cambridge, MA: Harvard University Press.
   Google Scholar
• Glancey, J. 2017. Architecture: A Visual History[M]. London:DK.
   Google Scholar
• Guangzhou Tangyi Culture Communication Co., Ltd. 2013. Fusion and Innovation of Styles 1. Wuhan: Huazhong University of Science and Technology Press.
   Google Scholar
• Han, S. 2018. Research on Evaluation Method of Similarity of Product morphology[D]. Lanzhou: Lanzhou Univeristy of Technology.
   Google Scholar
• Hansen, L. 2017. Culture and Architecture: An Integrated history[M]. San Diego, CA:Cognella academic publishing.
   Google Scholar
• Harris, C. M. 1983. Illustrated Dictionary of Historic architecture[M]. Mineola, NY: Dover Publications.
   Google Scholar
• Hillenbrand, R. 2004. Islamic Architecture: Form, Function, and Meaning[M]. New York: Columbia University Press.
   Google Scholar
• Hiroyuki, S. 2013. Illustrated Western Architectural Style chronology[M]. Beijing:Tsinghua University Press.
   Google Scholar
• Hopkins, O. 2014. Architectural Style: A Visual guide[M]. London: Laurence king publishing.
   Google Scholar
• Hsiao, S., and H. Tsai. 2005. “Applying a Hybrid Approach Based on Fuzzy Neural Network and Genetic Algorithm to Product Form design[J].” International Journal of Industrial Ergonomics 35 (5): 411–428. doi:10.1016/j.ergon.2004.10.007.
   Web of Science ®Google Scholar
• Imamoglu, Ç. 2000. “Complexity, Preference and Familiarity: Architecture and Non-architecture Turkish Students’ Assessments of Traditional and Modern House façades[J].” Journal of Environmental Psychology, 20(1): 5–16.
   Web of Science ®Google Scholar
• Jacoby, S. 2015. “Typal and Typological Reasoning: A Diagrammatic Practice of architecture[J].” The Journal of Architecture, 20(6): 938–961.
   Google Scholar
• Kanleaf, S. 2015. World Architectural Style Roaming from Classic Temples to Modern skyscrapers[M]. Beijing: Mechanical Industry Press.
   Google Scholar
• Kerier, R. 2016. Town space[M]. Nanjing: Jiangsu Science and Technology Press.
   Google Scholar
• Lee, J. H., M. J. Ostwald, and N. A. Gu. 2017. “Combined Plan Graph and Massing Grammar Approach to Frank Lloyd Wright’s Prairie Architecture[J].” Nexus Network Journal 19 (19): 279–299. doi:10.1007/s00004-017-0333-0.
   Google Scholar
• Li, A. 2011. “Computing Style[J].” Nexus Network Journal 13 (13): 183–193. doi:10.1007/s00004-011-0053-9.
   Google Scholar
• Lorenz, W. E. 2014. “Measurability of Loos’ Rejection of the Ornament Using Box-counting as a Method for Analysing facades//[C].” 32nd International Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe) Place: Northumbria Univ, Fac Engn & Environm, Dept Architecture & Built Environm, Newcastle upon Tyne, ENGLAND, September 10-12. sponsor: Autodesk; Bentley; Northumbria Univ FUSION: DATA INTEGRATION AT ITS BEST, VOL 1 page: 495-504 year: 2014
   Google Scholar
• Lowe, C., and F. Koetter. 1984. Collage city[M]. Cambridge, MA: MIT Press.
   Google Scholar
• Nasar, J. L., A. E. Stamps III, and K. Hanyu. 2005. “Form and Function in Public buildings[J].” Environmental Psychology 25 (2): 159–165. doi:10.1016/j.jenvp.2005.03.004.
   Web of Science ®Google Scholar
• Ostwald, M. J., and O. Ediz. 2015. “Measuring Form, Ornament and Materiality in Sinan’s Kilic¸ Ali Pasa Mosque: An Analysis Using Fractal Dimensions[J].” Nexus Network Journal 17 (1): 1, 5–22.
   Web of Science ®Google Scholar
• Pal, P., A. M. Tigga, and A. Kumar. 2005. “Feature Extraction from Large CAD Databases Using Genetic algorithm[J].” Computer-aided Design 37 (5): 545–558. doi:10.1016/j.cad.2004.08.002.
   Web of Science ®Google Scholar
• Poppeliers, J. C., and S. A. Chambers. 2003. What Style Is It?: A Guide to American Architecture. Revised ed., Vol. 6. Hoboken, NJ: Wiley. October.
   Google Scholar
• Qian, Z. 2005. History of World Architectural Style. Shanghai: Shanghai Jiaotong University Press.
   Google Scholar
• Rasmussen. 2008. Experiential Architecture [M]. Beijing: Intellectual Property Press.
   Google Scholar
• Rossi, A. 1984. The Architecture of the city[M]. Cambridge, MA: MIT Press.
   Google Scholar
• Roth, L. M., and A. C. Roth Clark. 2013. Understanding Architecture: Its Elements, History, and meaning[M]. Boulder, CO:Westview Press.
   Google Scholar
• Samper, A., and B.Herrera. 2016. “A Study of the Roughness of Gothic Rose Windows[J].” Nexus Network Journal 18 (18): 397–417. doi: 10.1007/s00004-015-0264-6.
   Google Scholar
• Semper, G., H. Mallgrave, and M. Robinson. 2004. Style in the Technical and Tectonic arts[M]. Los Angeles, LA:Getty Research Institute.
   Google Scholar
• Seshagiri, S., and H. K. Khalil. 2000. “Output Feedback Control of Nonlinear Systems Using RBF Neutral networks[J].” Ieee Transactions on Neural Networks 11 (1): 69–79. doi:10.1109/72.822511.
   PubMed Web of Science ®Google Scholar
• Stiny, G. 1980. Pictorial and Formal Aspect of Shape and Shape grammars[M]. Basel: Birkhauser.
   Google Scholar
• Sunil, V. B., and S. S. Pande. 2008. “Automatic Recognition of Features from Free Form Surface CAD models[J].” Computer-aided Design 40 (4): 502–517. doi:10.1016/j.cad.2008.01.006.
   Web of Science ®Google Scholar
• Tian, Y. 2014. Urban Morphology, Typology of Buildings and Cities in Transition [M]. Beijing: Science Press.
   Google Scholar
• Vaughan, J., and M. J. Ostwald. 2014. “Measuring the Significance of Facade Transparency in Australian Regionalist Architecture: A Computational Analysis of 10 Designs by Glenn Murcutt[J].” Architectural Science Review 57 (4): 249–259. doi:10.1080/00038628.2014.940273.
   Web of Science ®Google Scholar
• Wang, R. 2018. History of World Architecture [M]. Beijing: China Construction Industry Press.
   Google Scholar
• White, E. T. 1975. Concept Source Book: A Vocabulary of Architectural Forms[M]. Tucson, Ariz, USA: Architectural Media.
   Google Scholar
• Wu, J. 2011. Research on Stylization of Collective Residence&Related Structural Application[D]. Beijing: Tsinghua University.
   Google Scholar
• Xu, X., H. Chen, T. Gu, A. Chen, and H. Liu. 2011. “Rational Method for the Orientation of Urban Architectural style[J]”. Journal of Hefei University of Technology 34(2): 282–285.
   Google Scholar
• Xu, Y., and J. Yan. 2006. “Thoughts on the Crisis of Chinese Urban Characteristics in the Perspective of Globalization [J].” Urban Issues, 130: 12–15.
   Google Scholar
• Xu, Z., D. Tao, Y. Zhang, J.J. Wu, and A.C. Tsoi. 2014. “Architectural Style Classification Using Multinomial Latent Logistic Regression[C].” In Computer Vision–ECCV 2014, edited by David Fleet, Tomas Pajdla, Bernt Schiele and Tinne Tuytelaars, 600–615. Berlin and Heidelberg: Springer.
   Google Scholar
• Xue, E. 2019. Deconstruction and Dynamic Composition: Architectural Modeling and Exploration of Space [M]. Beijing: China Construction Industry Press.
   Google Scholar
• Xue, W., and H. G. Chen. 2019. SPSS Modeler: Methods and Applications of Data mining[M]. Beijing: Publishing House of Electronics Industry.
   Google Scholar
• Yang, F. 2012. Breakthrough Style and Reproduction——Super High Level, High Level [M]. Nanjing: Jiangsu People’s Publishing House.
   Google Scholar
• Yu, K., Y. Cai, H. Xiaodong, and H.R. Guo. 2019. “Recognition Algorithms of Architectural Style Image Classification of the university[J]”. Journal of Fujian Computer 35(5): 8–11.
   Google Scholar
• Zhao, N., D. Ge, and C. Hua. 2009. “Application and Exploration of Quantitative Analysis Methods for Determining the Architecture styles[J].” Journal of Zhejiang University(Science Edition) 36 (1): 109–115. doi:10.1631/jzus.A0820397.
   Google Scholar