Are all data useful? Inferring causality to predict flows across sewer and drainage systems using directed information and boosted regression trees.

[1]  A. Paquier,et al.  From hydraulic modelling to urban flood risk , 2015 .

[2]  David J. Dahlstrom Calibration and Uncertainty Analysis for Complex Environmental Models , 2015 .

[3]  Gerhard Kramer,et al.  Directed information for channels with feedback , 1998 .

[4]  C. Granger Investigating Causal Relations by Econometric Models and Cross-Spectral Methods , 1969 .

[5]  H. Marko,et al.  The Bidirectional Communication Theory - A Generalization of Information Theory , 1973, IEEE Transactions on Communications.

[6]  J Elith,et al.  A working guide to boosted regression trees. , 2008, The Journal of animal ecology.

[7]  Benjamin J. Sherman,et al.  An Equivalent Rainfall Technique to Identify Dry Weather Flow Data for City of Detroit Flow Balance Analysis , 2001 .

[8]  D. Dolan,et al.  Total and soluble reactive phosphorus loadings to Lake Erie: A detailed accounting by year, basin, country, and tributary , 2016 .

[9]  Aaron Poresky,et al.  Smarter Stormwater Systems. , 2016, Environmental science & technology.

[10]  Abraham Wald,et al.  Statistical Decision Functions , 1951 .

[11]  P. Grünwald The Minimum Description Length Principle (Adaptive Computation and Machine Learning) , 2007 .

[12]  Rich Caruana,et al.  An empirical comparison of supervised learning algorithms , 2006, ICML.

[13]  Andrew Y. Ng,et al.  On Feature Selection: Learning with Exponentially Many Irrelevant Features as Training Examples , 1998, ICML.

[14]  Damaris Zurell,et al.  Collinearity: a review of methods to deal with it and a simulation study evaluating their performance , 2013 .

[15]  Christopher P. Konrad,et al.  Effects of Urban Development on Floods , 2003 .

[16]  R. A. Leibler,et al.  On Information and Sufficiency , 1951 .

[17]  Alexander Y. Sun,et al.  Model Calibration and Parameter Estimation: For Environmental and Water Resource Systems , 2015 .

[18]  William Redman-White,et al.  Measurement of buried oxide thermal conductivity for accurate electrothermal simulation of SOI device , 1999 .

[19]  Todd P. Coleman,et al.  Directed Information Graphs , 2012, IEEE Transactions on Information Theory.

[20]  Marcelo Horacio Garcia,et al.  Innovative modeling framework for combined sewer overflows prediction , 2017 .