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Behnisch, M and Ultsch, A (2009) Urban data-mining: spatiotemporal exploration of multidimensional data. Building Research & Information, 37(05), 520–32.

  • Type: Journal Article
  • Keywords: building stock; data-mining; Geographic Information Science (GIS); spatiotemporal analysis; urban analysis
  • ISBN/ISSN: 0961-3218
  • URL: https://doi.org/10.1080/09613210903189343
  • Abstract:
    ‘Urban data-mining’ describes a methodological approach to reveal logical or mathematical and partly complex descriptions of patterns and regularities inside a set of geospatial data. The cyclical methodology procedure is characterized by six main tasks following the initial step of data collection: data inspection, structure visualization, structure definition, structure control, operationalization, and knowledge conversion. Geovisualization and spatial analysis supplement the process of knowledge conversion and communication. The multidimensional mining approach is presented as a case study applied to 12 430 German communities to analyse multidynamic characteristics between 1994 and 2004. In particular, Emergent Self Organizing Maps (ESOM) are performed as an appropriate method for clustering and classification. Their advantage is to visualize the structure of data and later on to define a number of feasible clusters. A good evidence-base for decision-makers and the implementation of planning tools would be the spatiotemporal exploration of multidimensional data leading to specific details, explanations and abstractions in the context of dynamic community behaviour. The presented techniques are expected to be of increasing interest for the management and development of building stocks, as well as for urban and regional planning processes.

Brattebø, H, Bergsdal, H, Sandberg, N H, Hammervold, J and Müller, D B (2009) Exploring built environment stock metabolism and sustainability by systems analysis approaches. Building Research & Information, 37(05), 569–82.

Coffey, B, Borgeson, S, Selkowitz, S, Apte, J, Mathew, P and Haves, P (2009) Towards a very low-energy building stock: modelling the US commercial building sector to support policy and innovation planning. Building Research & Information, 37(05), 610–24.

Costin, G, Nakai Kidd, A, Simon, T and Edwards, D J (2019) Collaborative procurement and private-sector housebuilding and refurbishment works. International Journal of Building Pathology and Adaptation, 37(05), 699–717.

Falorca, J F (2019) Main functions for building maintenance management: an outline application. International Journal of Building Pathology and Adaptation, 37(05), 490–509.

Fatayer, F A, Hassanain, M A, Abdallah, A and Al-Hammad, A (2019) Investigation of facilities management practices for providing feedback during the design development and review stages. International Journal of Building Pathology and Adaptation, 37(05), 597–614.

Grill, M, Nielsen, K, Grytnes, R, Pousette, A and Törner, M (2019) The leadership practices of construction site managers and their influence on occupational safety: an observational study of transformational and passive/avoidant leadership. Construction Management and Economics, 37(05), 278–93.

Hassanain, M A, Al-Zahrani, M, Abdallah, A and Sayed, A M (2019) Assessment of factors affecting maintenance cost of public school facilities. International Journal of Building Pathology and Adaptation, 37(05), 528–46.

Hasselaar, E (2009) Health issues and the building stock. Building Research & Information, 37(05), 669–78.

Hassler, U (2009) Long-term building stock survival and intergenerational management: the role of institutional regimes. Building Research & Information, 37(05), 552–68.

Hedborg Bengtsson, S (2019) Coordinated construction logistics: an innovation perspective. Construction Management and Economics, 37(05), 294–307.

Ibbotson, K and Farrell, P (2019) The challenges of prioritising low carbon in public sector Flood and Coastal Erosion Risk Management (FCERM) construction. International Journal of Building Pathology and Adaptation, 37(05), 615–28.

Ismail, Z (2019) Developing a maintenance index framework for heritage concrete buildings. International Journal of Building Pathology and Adaptation, 37(05), 510–27.

Kikwasi, G and Mbuya, E (2019) Vulnerability analysis of building structures to floods. International Journal of Building Pathology and Adaptation, 37(05), 629–56.

Kuitert, L, Volker, L and Hermans, M H (2019) Taking on a wider view: public value interests of construction clients in a changing construction industry. Construction Management and Economics, 37(05), 257–77.

M., A (2019) An empirical study on life cycle assessment of double-glazed aluminium-clad timber windows. International Journal of Building Pathology and Adaptation, 37(05), 547–64.

Mavrogianni, A, Davies, M, Chalabi, Z, Wilkinson, P, Kolokotroni, M and Milner, J (2009) Space heating demand and heatwave vulnerability: London domestic stock. Building Research & Information, 37(05), 583–97.

Meijer, F, Itard, L and Sunikka-Blank, M (2009) Comparing European residential building stocks: performance, renovation and policy opportunities. Building Research & Information, 37(05), 533–51.

Meinel, G, Hecht, R and Herold, H (2009) Analyzing building stock using topographic maps and GIS. Building Research & Information, 37(05), 468–82.

Ojo, G K, Adeyeye, G M, Opawole, A and Kajimo-Shakantu, K (2019) Gender differences in workplace stress response strategies of quantity surveyors in Southwestern Nigeria. International Journal of Building Pathology and Adaptation, 37(05), 718–32.

Oteng-Abayie, E F and Dramani, J B (2019) Time-frequency domain causality of prime building cost and macroeconomic indicators in Ghana: implications for project selection. Construction Management and Economics, 37(05), 243–56.

Owusu-Manu, D, Edwards, D J, Donkor-Hyiaman, K A, Asiedu, R O, Hosseini, M R and Obiri-Yeboah, E (2019) Housing attributes and relative house prices in Ghana. International Journal of Building Pathology and Adaptation, 37(05), 733–46.

Pakkala, T A, Köliö, A, Lahdensivu, J and Pentti, M (2019) Predicted corrosion rate on outdoor exposed concrete structures. International Journal of Building Pathology and Adaptation, 37(05), 679–98.

Peng, Z, Deng, W and Hong, Y (2019) Materials consumption, indoor thermal comfort and associated energy flows of urban residential buildings. International Journal of Building Pathology and Adaptation, 37(05), 579–96.

Salat, S (2009) Energy loads, CO2 emissions and building stocks: morphologies, typologies, energy systems and behaviour. Building Research & Information, 37(05), 598–609.

Sohail, M G, Salih, M, Al Nuaimi, N and Kahraman, R (2019) Corrosion performance of mild steel and epoxy coated rebar in concrete under simulated harsh environment. International Journal of Building Pathology and Adaptation, 37(05), 657–78.

Steadman, P, Evans, S and Batty, M (2009) Wall area, volume and plan depth in the building stock. Building Research & Information, 37(05), 455–67.

Steemers, K and Yun, G Y (2009) Household energy consumption: a study of the role of occupants. Building Research & Information, 37(05), 625–37.

Sundling, R, Olander, S, Wallentén, P, Burke, S, Bernardo, R and Blomsterberg, & (2019) Lifecycle profit analysis of prefabricated multi-active façades. International Journal of Building Pathology and Adaptation, 37(05), 565–78.

Tanikawa, H and Hashimoto, S (2009) Urban stock over time: spatial material stock analysis using 4d-GIS. Building Research & Information, 37(05), 483–502.