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

PDF papers
id caadria2017_051
authors Liu, Yuezhong and Stouffs, Rudi
year 2017
title Familiar and Unfamiliar Data Sets in Sustainable Urban Planning
source P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 705-714
summary Achieving energy efficient urban planning requires a multi-disciplinary planning approach. The huge increase in data from sensors and simulations does not help to reduce the burden of planners. On the contrary, unfamiliar multi-disciplinary data sets can bring planners into a hopeless tangle. This paper applies semi-supervised learning methods to address such planning data issues. A case study is used to demonstrate the proposed method with respect to three performance issues: solar heat gains, natural ventilation and daylight. The result shows that the method addressing both familiar and unfamiliar data has the ability to guide the planner during the planning process.
keywords energy performance; S3VM; decision tree; familiar and unfamiliar.
series CAADRIA
full text file.pdf (4,336,628 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Akbari, H and Taha, H (1992) Find in CUMINCAD The Impact of Trees and White Surfaces on Residential Heating and Cooling Energy Use in Four Canadian Cities , Energy, 17(2), pp 141-149

100%; open Alt, H and Godau, M (1995) Find in CUMINCAD Computing the Frchet Distance between Two Polygonal Curves , International Journal of Computational Geometry Applications, 5(1 & 2), pp 75-91

100%; open BCA, B (2010) Find in CUMINCAD Green Building Planning Massing - Building Construction Authority , Building Construction Authority, Singapore

100%; open BCA, B (2012) Find in CUMINCAD BCA Green Mark: Certification Standard for New Buildings , Building Construction Authority, Singapore

100%; open Bennett, KP and Demiriz, A (1999) Find in CUMINCAD Semi-Supervised Support Vector Machines , Advances in Neural Information Processing Systems, 11, pp 368-374

100%; open Buchin, K, Buchin, M and Wenk, C (2008) Find in CUMINCAD Computing the Fr\'echet distance between simple polygons , Computational Geometry: Theory and Applications, 41(1-2), pp 2-20

100%; open Chapelle, O, Scholkopf, B and Zien, A (2006) Find in CUMINCAD Semi-Supervised Learning , MIT Press, Cambridge, MA

100%; open D'Oca, S and Hong, T (2014) Find in CUMINCAD A Data-Mining Approach to Discover Patterns of Window Opening and Closing Behavior in Offices , Building and Environment, 82, p 726-739

100%; open Eiter, T and Mannila, H (1994) Find in CUMINCAD Computing discrete Frechet distance , Notes, 94, p 64

100%; open Fayyad, U, Piatetsky-Shapiro, G, Smyth, P and Uthurusamy, R (1996) Find in CUMINCAD Advances in knowledge discovery and data mining , American Association for Artificial Intelligence, Menlo Park, CA

100%; open Ghahramani, Z (2004) Find in CUMINCAD Unsupervised Learning BT - Advanced Lectures on Machine Learning , Advanced Lectures on Machine Learning, 3176(Chapter 5), pp 72-112

100%; open Gil, J, Montenegro, N, Beir??o, J and Duarte, J (2009) Find in CUMINCAD On the Discovery of Urban Typologies Data Mining the Multi-Dimensional Character of Neighbourhoods , Proceedings of the 27th eCAADe Conference, p 269-278

100%; open Givoni, B (1998) Find in CUMINCAD Climate considerations in buildings and urban design , John Wiley, New York

100%; open Hanna, S (2007) Find in CUMINCAD Automated Representation of Style by Feature Space Archetypes: Distinguishing Spatial Styles from Generative Rules , International Journal of Architectural Computing, 5(1), p 2-23

100%; open Jackson, J (2002) Find in CUMINCAD Data mining: A conceptual overview , Communications of the Association for Information Systems, 8, pp 267-296

100%; open Joachims, T (1999) Find in CUMINCAD Making Large-Scale SVM Learning Practical BT - Advances in Kernel Methods - Support Vector Learning , MIT-Press

100%; open Kikegawa, Y, Genchi, Y, Yoshikado, H and Kondo, H (2003) Find in CUMINCAD Development of a numerical simulation system toward comprehensive assessments of urban warming countermeasures including their impacts upon the urban buildings' energy-demands , Applied Energy, 76(4), pp 449-466

100%; open Knowles, R L (1981) Find in CUMINCAD Sun Rhythm Form , Boston: Cambridge MA: The MIT Press

100%; open Ko, Y (2013) Find in CUMINCAD Urban Form and Residential Energy Use: A Review of Design Principles and Research Findings , Journal of Planning Literature, 28(4), pp 327-351

100%; open Kotsiantis, SB (2007) Find in CUMINCAD Supervised machine learning: A review of classification techniques , Informatica, 31, pp 249-268

last changed 2017/05/09 08:05
pick and add to favorite papersHOMELOGIN (you are user _anon_913176 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002