PROGRAM PRESENTATIONS
Please find below the program presentations received:
Keynote Presentations:
1: Susan Holmes: Title: Statistical challenges for microbial ecology Holmes
2: Mark Girolami: Title: Stochastic modelling of urban structure – A Bayesian perspective Girolami
3: Gael Martin: Title: Computing Bayes: Bayesian computation from 1763 -2017! Martin
4: Scott Sisson: Title: Modelling big data fast and on your laptop via symbolic data analysis Sisson
Invited Speaker:
Peter Donnelly: Title: Genomics and big data analytics: routes to improved drug development and better healthcare
Keynote Tutorials:
1: Susan Holmes: Title: Waste not want not: how to use all the data available: a lesson from Next Generation Sequencing Holmes_tutorial_part_1
2: Mark Girolami: Title: Probabilistic numerical computation: A role for (Bayesian) statisticians in numerical analysis? girolami_Tutorial
3: Gael Martin: Title: Recent advances in Approximate Bayesian Computation: Inference and forecasting Martin_Tutorial
4: Scott Sisson: Title: “Phew, what a scorcher!” A short introduction to modelling extremes Sisson_Tutorial
Invited Presentation Session 1
Giles Harper-Donnelly: Title: Understanding the behavior of complex cellular processes: Systems biology meets Bayesian inference GHD
Modelling
Helga Wagner: Title: Bayesian effect fusion for categorical predictors Wagner
Chaitanya Joshi: Title: Bayesian robustness for fault tree analysis Joshi
Clare McGrory: Title: A Bayesian statistical approach for detecting climate regime shifts McGrory
Invited Presentation Session 2
High Dimensional Inference
Shunsuke Horii: Title: Bayesian sparse-smooth modeling and variational inference Horii
Nick Golding: Title: greta: simple and scalable statistical modelling in R Golding
Christopher Drovandi: Title: New insights into history matching via sequential Monte Carlo Drovandi
Invited Presentation Session 3
Earl Duncan: Title: A-Z: 20 years of progress on the label switching problem Duncan
Priors
Nadja Klein: Title: Scale-dependent priors for variance parameters in structured additive distributional regression Klein
Samantha Low-Choy: Title: Eliciting and encoding pairwise comparisons: Accounting for exhaustion, incoherence and accuracy
Invited Presentation Session 4
Design
Introduction: James McGree
Yoshifumi Ukita: Title: A study on analytical properties of Bayesian experimental design model based on an orthonormal system Ukita
Pubudu Thilan: Title: Model-based adaptive design methods for improving the effectiveness of reef monitoring Pubudu
Mahasen Bandara Dehideniya: Title: Dual-purpose Bayesian design for parameter estimation and model discrimination of models with intractable likelihoods Mahasen
Poster Session 1
Presenter | Title |
Matias Quiroz, University of New South Wales Business School | The Block Pseudo-Marginal Sampler |
Khue-Dung Dang, University of New South Wales Business School | Hamiltonian Monte Carlo with Energy Conserving Subsampling |
Brigitte Colin, Queensland University of Technology | Using Boosted Regression Trees and remotely sensed data to drive decision-making |
Basim Saleh O Alsaedi, University of New England | Bayesian Multivariate Detection Limit and its Associated Uncertainty |
Ziwen An, Queensland University of Technology | Accelerating Bayesian Synthetic Likelihood with the Graphical Lasso |
Jose Romeo, Massey University | Bayesian modelling of temporal dependence for bivariate survival data using copulas Romeo |
Leah Price, Queensland University of Technology | Efficient Use of Derivative Information within SMC Methods for Static Bayesian Models Leah |
Peter Dillingham, University of Otago | Bayesian methods for sensors with non-linear responses |
Jagath Senarathne, Queensland University of Technology | Bayesian sequential design for Copula models: a comparison of designs selected under different Copula models Jagath |
Roy Costilla, University of Queensland | To be or not to be (Bayesian) Non-Parametric: A tale about Stochastic Processes |
Farzana Jahan, Queensland University of Technology | A Review of Bayesian Statistical Methods Applied to Big Data Jahan |
Daniela Vasco, Griffith University | What does NAPLAN mean to stakeholders? An exercise in elicitation |
Daniel Kennedy, Queensland University of Technology | Cell-type specific methylation analysis of heterogeneous methylation signal Kennedy |
Marcela Cespedes, Queensland University of Technology | Age dependent network dynamics via Bayesian hierarchical models reveal spatio-temporal patterns of neurodegeneration Cespedes |
Peter Baker, University of Queensland | Bayesian modelling of transpiration rate response to atmospheric stress of 27 mature sorghum lines |
Shovanur Haque, Queensland University of Technology | Assessing record linkage accuracy using similarity weight matrix with Markov chain based Monte Carlo simulation approach Haque |
Hugh Andersen, Queensland University of Technology | Prediction of QUT HDR Student Outcomes Andersen |
Renate Meyer, University of Auckland | Spectral density estimation of LIGO gravitational wave data using an AR-enhanced Whittle likelihood |
Insha Ullah, Queensland University of Technology | Scalable Dirichlet process mixture models for analysis of big data |
Miles McBain,Queensland University of Technology | The Arrival of Web VR for Communicating Science |
Poster Session 2
Presenter | Title |
Beatrix Jones, Massey University | Sparse estimates from dense precision matrix posteriors Jones |
Andrés Ramírez Hassan, Monash University | Focused Econometric Estimation: The interplay between the Bayesian and frequentist approaches |
Fui Swen Kuh, The Australian National University | Model-based socio-economic health measures using causal modelling |
Liana Jacobi, University of Melbourne | Automated Sensitivity Computations for MCMC Gibbs Output |
Patricia Gilholm, Queensland University of Technology | Modelling developmental trajectories of children with disabilities |
Markus Hainy, Queensland University of Technology | ABC model selection for spatial max-stable models applied to South Australian maximum temperature data Hainy |
Nicholas Tierney, Monash University | Now you see it? Now you don’t? The role of graphics in identifying MCMC convergence |
Matthew Sutton, Queensland University of Technology | Multivariate Bayesian Sparse Group Selection with Spike and Slab |
Mathieu Fourment, University of Technology Sydney | Effective online Bayesian phylogenetics via sequential Monte Carlo with guided proposals |
Aswi Aswi, Queensland University of Technology | Bayesian spatio-temporal estimation of dengue fever: when areas are few Aswi |
Anthony Ebert, Queensland University of Technology | Parameter Inference and Forecasting for Dynamic Queueing Networks |
Saras Mei Windecker, University of Melbourne | Decomposition of wetland plants: a non-linear hierarchical Bayesian approach Windecker |
Kate Devitt, Queensland University of Technology | Antagonising the echo chamber: Can a social network counteract cognitive bias with Bayesian rationality? |
Paul Wu, Queensland University of Technology | Absorbing Markov Chains and Persistence in Complex Ecosystem Models |
Jess Cameron, Queensland University of Technology | A comparison of approaches for benchmarking service organisations Cameron |
Xuhui Fan, University of New South Wales | Stochastic Patching Process |
Nhung Nghiem Otago University | Bayesian Demand Analysis of Virtual Supermarket Experiment |
Sam Clifford, Queensland University of Technology | Visualisation of random effects in Bayesian hierarchical models |
Bulukami Mlalazi, Qld University of Technology | Modular Shiny apps for reproducible data communication Mlalazi |
We would like to acknowledge and thank our sponsors for this event: