The application of Bayesian networks in natural hazard analyses

Introduction Conclusions References

[1]  David M. Boore,et al.  Simulation of Ground Motion Using the Stochastic Method , 2003 .

[2]  Nir Friedman,et al.  Learning Belief Networks in the Presence of Missing Values and Hidden Variables , 1997, ICML.

[3]  Roderick J. A. Little,et al.  Statistical Analysis with Missing Data , 1988 .

[4]  Carsten Riggelsen,et al.  Learning Bayesian Networks: A MAP Criterion for Joint Selection of Model Structure and Parameter , 2008, 2008 Eighth IEEE International Conference on Data Mining.

[5]  Yi Li,et al.  Susceptibility assessment of earthquake-induced landslides using Bayesian network: A case study in Beichuan, China , 2012, Comput. Geosci..

[6]  Bruno Merz,et al.  Challenges for Bayesian network learning in a flood damage assessment application , 2014 .

[7]  Bruno Merz,et al.  Review article "Assessment of economic flood damage" , 2010 .

[8]  F. Scherbaum,et al.  Flood Damage and Influencing Factors: A Bayesian Network Perspective , 2012 .

[9]  Thomas D. Nielsen,et al.  Parameter Estimation in Mixtures of Truncated Exponentials , 2008 .

[10]  Carsten Riggelsen,et al.  Learning Bayesian Networks from Incomplete Data: An Efficient Method for Generating Approximate Predictive Distributions , 2006, SDM.

[11]  B. Merz,et al.  Flood damage and influencing factors: New insights from the August 2002 flood in Germany , 2005 .

[12]  Nir Friedman,et al.  The Bayesian Structural EM Algorithm , 1998, UAI.

[13]  Frank Scherbaum,et al.  Bayesian networks for tsunami early warning , 2011 .

[14]  W. Wong,et al.  The calculation of posterior distributions by data augmentation , 1987 .

[15]  Carsten Riggelsen.  MCMC Learning of Bayesian Network Models by Markov Blanket Decomposition , 2005, ECML.

[16]  Rafael Rumí,et al.  Aalborg Universitet Inference in hybrid Bayesian networks , 2016 .

[17]  Frank Scherbaum,et al.  Bayesian Belief Network for Tsunami Warning Decision Support , 2009, ECSQARU.

[18]  Frank Scherbaum,et al.  Dynamic Bayesian Networks for Real-Time Classification of Seismic Signals , 2007, PKDD.

[19]  D. Rubin,et al.  Statistical Analysis with Missing Data , 1988 .

[20]  Serafín Moral,et al.  Mixtures of Truncated Exponentials in Hybrid Bayesian Networks , 2001, ECSQARU.

[21]  Frank Scherbaum,et al.  Modeling the Joint Probability of Earthquake, Site, and Ground-Motion Parameters Using Bayesian Networks , 2011 .

[22]  Robert Castelo,et al.  On Inclusion-Driven Learning of Bayesian Networks , 2003, J. Mach. Learn. Res..

[23]  David Maxwell Chickering,et al.  Optimal Structure Identification With Greedy Search , 2002, J. Mach. Learn. Res..

[24]  Nir Friedman,et al.  Being Bayesian about Network Structure , 2000, UAI.

[25]  H. Kreibich,et al.  Influence of flood frequency on residential building losses , 2010 .

[26]  Rafael Rumí,et al.  Parameter estimation and model selection for mixtures of truncated exponentials , 2010, Int. J. Approx. Reason..

[27]  O. Korup,et al.  Landslide prediction from machine learning , 2014 .

[28]  Nir Friedman,et al.  Data Analysis with Bayesian Networks: A Bootstrap Approach , 1999, UAI.