355
Views
8
CrossRef citations to date
0
Altmetric
Research Article

Analysing the importance of variables for sewer failure prediction

, , , & ORCID Icon
Pages 338-345 | Received 08 Sep 2017, Accepted 27 Mar 2018, Published online: 02 May 2018

References

  • Alegre, H. , D. Covas , S. T. Coelho , M. C. Almeida , and M. A. Cardoso . 2011. “An Integrated Approach for Infrastructure Asset Management of Urban Water Systems.” In 4th IWA LESAM: Leading Edge Strategic Asset Management Conference, Mülheim An Der Ruhr, Germany
  • Breiman, L. 2001. “Random Forests.” Machine Learning. 45 (1): 5–32.10.1023/A:1010933404324
  • Breiman, L. , J. Friedman , R. Olshen , and C. Stone . 1984. Classification and Regression Trees . New York : Chapman and Hall. ISBN 9781351460484.
  • Coelho, S. T. , D. Vitorino , and H. Alegre . 2013. AWARE-P: A System-Based Software for Urban Water IAM Planning. In 2013 IWA LESAM: Leading Edge Strategic Asset Management Conference, 10-12 September, Sydney, Australia
  • Ding, C. , and H. Peng . 2005. “Minimum Redundancy Feature Selection from Microarray Gene Expression Data.” Journal of Bioinformatics and Computational Biology 3 (2): 185–205.10.1142/S0219720005001004
  • Egger, C. , A. Scheidegger , P. Reichert , and M. Maurer . 2013. “Sewer Deterioration Modeling with Condition Data Lacking Historical Records.” Water Research 47 (17): 6762–6779. doi:10.1016/j.watres.2013.09.010.
  • Firth, D. 1993. “Bias Reduction of Maximum Likelihood Estimates.” Biometrika 80 (1): 27–38.10.1093/biomet/80.1.27
  • Hothorn, T. , K. Hornik , and A. Zeileis . 2006. “Unbiased Recursive Partitioning: A Conditional Inference Framework.” Journal of Computational and Graphical Statistics 15 (3): 651–674. doi:10.1198/106186006X133933.
  • Kraskov, A. , H. Stögbauer , and P. Grassberger . 2004. “Estimating Mutual Information.” Physical Review E 69: 019903.
  • Kuhn, M. , and K. Johnson . 2013. Applied Predictive Modeling . New York : Springer . ISBN 978-1-4614-6849-3.10.1007/978-1-4614-6849-3
  • NASSCO . 2010. Pipeline Assessment Certification Program . Reference manual Version 6.0.1. Marriottsville, MD, USA: National Association of Sewer Service Companies.
  • Paninski, L. 2003. “Estimation of Entropy and Mutual Information.” Neural Computation 15 (6): 1191–1253.10.1162/089976603321780272
  • R Core Team . 2016. R: A Language and Environment for Statistical Computing . Vienna, Austria: R Foundation for Statistical Computing. URL http://www.R-project.org
  • Rokstad, M. M. , and R. M. Ugarelli . 2016. “Improving the Benefits of Sewer Condition Deterioration Modelling through Information Content Analysis.” Water Science and Technology 74 (10): 2270–2279. doi:10.2166/wst.2016.419.
  • Scholten, L. , A. Scheidegger , P. Reichert , M. Maurer , and J. Lienert . 2014. “Strategic Rehabilitation Planning of Sewer Water Networks Using Multi-Criteria Decision Analysis.” Water Research 49 (1): 124–143. doi:10.1016/j.watres.2013.11.017.
  • Nariné Torres, M. , J. P. Rodríguez , and J. P. Leitão . 2017. “Geostatistical Analysis to Identify Characteristics Involved in Sewer Pipes and Urban Tree Interactions.” Urban Forestry & Urban Greening 25: 36–42. doi:10.1016/j.ufug.2017.04.013.
  • WRc . 2001. Sewerage Rehabilitation Manual . 4th ed. Swindon, UK: WRc plc.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.