Skip to main content

2019 | OriginalPaper | Buchkapitel

11. Geospatial Data Mining and Analytics for Real-Estate Applications

verfasst von : Gerhard Muggenhuber

Erschienen in: Service-Oriented Mapping

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Market information on housing is relevant for good decision making of households as well as for real estate economics and is also of systemic interest. The official statistics often provide only annual indices on national level based on transactions of previous year. The stakeholders of the real estate markets however request analysis of higher spatial resolution on local level based recent transactions. This paper focuses on methodology of automated data acquisition, analysis and visualization of data from the housing market. Data retrieved from observing real estate markets (to rent/to buy) are used for statistical modelling of value-descriptive parameters, for estimating and forecasting real estate market fundamentals, which also can reveal market risks. This paper elaborates methods of automated data acquisition based on web mining, reviews methods of econometric spatial modelling with impact from proximity in order to deduct efficiency parameters within different categories. The analysis and the resulting visualization at different granularity of spatial, temporal and typological effects provides relevant information for decision making.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
KDD: Knowledge Discovery Databases process model (Fayyad et al. 1996: 41).
 
2
CRISP-DM: CRoss Industry Standard Process for Data Mining.
 
3
SEMMA: Sample, Explore, Modify, Model, Assess.
 
4
ETL: Extract from data source—Transform into proper format—Load into target database.
 
6
EU-Directives 2002/91/EG and 2010/31/EU.
 
7
Benchmarks such as Global Real Estate Transparency Index and Global Real Estate Bubble Index. Information provided by stakeholders of the transfer market might be unbiased.
 
Literatur
Zurück zum Zitat Angeli G, Johnson Premkumar M, Manning CD (2015) Leveraging linguistic structure for open domain information extraction. In: Proceedings of the association of computational linguistics (ACL) Angeli G, Johnson Premkumar M, Manning CD (2015) Leveraging linguistic structure for open domain information extraction. In: Proceedings of the association of computational linguistics (ACL)
Zurück zum Zitat Anglin PM, Rutherford RC, Springer TM (2003) The trade-off between the selling price of residential properties and time on-the-market: the impact of price setting. J Real Estate Finan Econ 26(1):95–111CrossRef Anglin PM, Rutherford RC, Springer TM (2003) The trade-off between the selling price of residential properties and time on-the-market: the impact of price setting. J Real Estate Finan Econ 26(1):95–111CrossRef
Zurück zum Zitat Bivand R, Sha Z, Osland L, Thorsen IS (2017) A comparison of estimation methods for multilevel models of spatially structured data. Spat Stat 21:440–259CrossRef Bivand R, Sha Z, Osland L, Thorsen IS (2017) A comparison of estimation methods for multilevel models of spatially structured data. Spat Stat 21:440–259CrossRef
Zurück zum Zitat Brunauer WA, Lang S, Feilmayr W (2013) Hybrid multilevel STAR models for hedonic house prices. Jahrbuch für Regionalwissenschaft 33(2):151–172CrossRef Brunauer WA, Lang S, Feilmayr W (2013) Hybrid multilevel STAR models for hedonic house prices. Jahrbuch für Regionalwissenschaft 33(2):151–172CrossRef
Zurück zum Zitat Campbell SD, Davis MA, Gallina J, Martina RF (2009) What moves housing markets: a variance decomposition of the rent-price ratio. J Urban Econ 66(2):90–102CrossRef Campbell SD, Davis MA, Gallina J, Martina RF (2009) What moves housing markets: a variance decomposition of the rent-price ratio. J Urban Econ 66(2):90–102CrossRef
Zurück zum Zitat Dechent J, Ritzheim S (2012) Preisindizes für Wohnimmobilien: Einführung eines Online-Erhebungsverfahrens. Wirtschaft und Statistik, Okt 2012:891–897 Dechent J, Ritzheim S (2012) Preisindizes für Wohnimmobilien: Einführung eines Online-Erhebungsverfahrens. Wirtschaft und Statistik, Okt 2012:891–897
Zurück zum Zitat Eurostat (2013) Handbook on residential property prices indices (RPPIs). Methodologies & working papers 2013. Publications Office of the EU, Luxembourg Eurostat (2013) Handbook on residential property prices indices (RPPIs). Methodologies & working papers 2013. Publications Office of the EU, Luxembourg
Zurück zum Zitat Kauko T, D’Amato M (eds) (2008) Mass appraisal methods: an international perspective for property valuers. Wiley-Blackwell, Chichester Kauko T, D’Amato M (eds) (2008) Mass appraisal methods: an international perspective for property valuers. Wiley-Blackwell, Chichester
Zurück zum Zitat Kholodilin KA, Mense A, Michelsen C (2016) The market value of energy efficiency in buildings and the mode of tenure. Urban Stud Kholodilin KA, Mense A, Michelsen C (2016) The market value of energy efficiency in buildings and the mode of tenure. Urban Stud
Zurück zum Zitat Palmquist RB (2005) Chapter 16: property value models. In: Mäler KG, Vincent JR (Hrsg.) Handbook of environmental economics, vol 2: valuing environmental changes 2. Handbooks in economics 20. Elsevier, Amsterdam, 763–819 Palmquist RB (2005) Chapter 16: property value models. In: Mäler KG, Vincent JR (Hrsg.) Handbook of environmental economics, vol 2: valuing environmental changes 2. Handbooks in economics 20. Elsevier, Amsterdam, 763–819
Zurück zum Zitat Schneider M (2013) Are recent increases of residential property prices in Vienna and Austria justified by fundamentals? Monetary Policy Econ Q4/13:29–46 Schneider M (2013) Are recent increases of residential property prices in Vienna and Austria justified by fundamentals? Monetary Policy Econ Q4/13:29–46
Zurück zum Zitat Shimizu C, Nishimura KG, Watanabe T (2011) House prices at different stages of the buying/selling process. IRES working paper series, No. 69 Shimizu C, Nishimura KG, Watanabe T (2011) House prices at different stages of the buying/selling process. IRES working paper series, No. 69
Zurück zum Zitat Simon HA (1947) Administrative behaviour: a study of decision-making processes in administrative organization. The Macmillan Co, New York Simon HA (1947) Administrative behaviour: a study of decision-making processes in administrative organization. The Macmillan Co, New York
Zurück zum Zitat Zhang X, Yin X (2008) Design of an information intelligent system based on web data mining. In: Zhou J (ed) ICCSIT ’08: 2008 International conference on computer science and information technology. Piscataway, NJ, 88–91 Zhang X, Yin X (2008) Design of an information intelligent system based on web data mining. In: Zhou J (ed) ICCSIT ’08: 2008 International conference on computer science and information technology. Piscataway, NJ, 88–91
Metadaten
Titel
Geospatial Data Mining and Analytics for Real-Estate Applications
verfasst von
Gerhard Muggenhuber
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-72434-8_11