Refereed Articles

• Bornn, L., Jacob, P., Del Moral, P., Doucet, A. (2012) An Adaptive Interacting Wang-Landau Algorithm for Automatic Density Exploration. To appear in the Journal of Computational and Graphical Statistics
       Code: R Package "PAWL"
• Bornn, L., Shaddick, G., Zidek, J. (2012) Modelling Nonstationary Processes Through Dimension Expansion. To appear in the Journal of the American Statistical Association
  
• Bornn, L., Caron, F. (2012) Bayesian Clustering in Decomposable Graphs. Bayesian Analysis Vol. 6, No. 4, pages 829--846
  
• Bornn, L., Zidek, J. (2012) Efficient Stabilization of Crop Yield Prediction in the Canadian Prairies. Agricultural and Forest Meteorology Vol. 152, Pages 223-232
  
• Atamturktur, S., Bornn, L., Hemez, F. (2011) Vibration Characteristics of Vaulted Masonry Monuments Undergoing Differential Support Settlement. Engineering Structures. Vol. 33, 2472–2484
  
• El-Zammar, D., Yan, M., Huang, C., Fang, D., Petigara, F., Bornn, L., Ngai, T., and others (2011) Assessment and Management of Anemia in a Population of Children Living in the Indian Himalayas: A Student-Led Initiative. UBC Medical Journal. Vol. 2, Issue 2, 12-18
  
• Bornn, L., Farrar, C.R., Park, G. (2010) Damage Detection in Initially Nonlinear Systems. International Journal of Engineering Science. Vol. 48, 909-920
       Code: See code for Bornn et al. (2009)
• Bornn, L., Doucet, A., Gottardo, R. (2010) An Efficient Computational Approach for Prior Sensitivity Analysis and Cross-Validation. Canadian Journal of Statistics. Vol. 38, Issue 1, 47-64
       Code: Example 3.1
• Bornn, L., Farrar, C., Park, G., Farinholt, K. (2009) Structural Health Monitoring with Autoregressive Support Vector Machines. Journal of Vibration and Acoustics. Vol. 131, Issue 2, 021004
       Code: Simulation (R), Simulation (MATLAB), Example (R) and Data.
                 We have also implemented ARSVM in the SHMTools MATLAB Package.

Proceedings, Reports, Etc.

• Bornn, L., Cornebise, J. (2010) Comment on "Riemann Manifold Langevin and Hamiltonian Monte Carlo Methods". Journal of the Royal Statistical Society Series B. Vol. 73, Number 2, 123--214. Also available on arXiv.
• Bornn, L., Gottardo, R., Doucet, A. (2010) Grouping Priors and the Bayesian Elastic Net. UBC Department of Statistics Technical Report #254. Also available on arXiv.
• Bornn, L., Tabet, A. (2010) Comment on "Particle Markov Chain Monte Carlo Methods". Journal of the Royal Statistical Society Series B. Vol. 72, 269-342
• Farrar, C.R., Bornn, L., Park, G., Farinholt, K.M. (2009) Damage Detection in Initially Nonlinear Systems. Proceedings of 7th International Workshop on Structural Health Monitoring, September 9-11 2009, Stanford, CA
• Bornn, L., Farrar, C.R., Park, G., Farinholt, K.M. (2009) Support Vector Autoregression in the Structural Health Monitoring Paradigm. Proceedings of 7th International Workshop on Structural Health Monitoring, September 9-11 2009, Stanford, CA
• Higdon, D., Anderson-Cook, C., Gattiker, J., Huzurbazar, A., Moore, L., Picard, R., Press, W., Williams, B., Bornn, L., Nelson, R. (2008) QMU for Advanced Certification: Identifying Existing Limitations With Discussion of Solution Strategies. Los Alamos Technical Report LA-UR-08-06887

In Progress

• Forecasting with Historical Data or Process Knowledge under Misspecification with Marian Anghel and Ingo Steinwart
• Modeling and Diagnosis of Structural Systems through Bayesian Graphical Models with David Higdon, Charles Farrar, and Kevin Murphy
• Sparsity-Promoting Bayesian Dynamic Linear Models with François Caron and Arnaud Doucet

A note on the above code:
This software is licensed under a Creative Commons Attribution-Noncommercial License. That is, you do not need my permission to use this code (although I'd love to hear about your experience), just include a link back to this page in your code and cite the corresponding publication in any published works. All use of these programs is entirely at the user's own risk.