2021 Virtual Dates:

May 17-20, 2021

Conducted Online via Zoom

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Workshop: Practical Bayesian Computation

Instructor: Fang Chen (SAS Institute Inc.)

This virtual tutorial takes a topic-driven approach that introduces Bayesian simulation, analysis, and illustrates the Bayesian treatment of a wide range of statistical models using SAS software with code explained in detail. The course:

  • reviews the fundamentals of Bayesian methods (general paradigm, prior distributions, inferences, multilevel/hierarchical models, etc.)
  • covers simulation algorithms (such as MCMC, Metropolis and Hamiltonian Monte Carlo) and convergence diagnosticsv
  • introduces two SAS procedures for Bayesian computation
  • PROC MCMC for general model building and exploration
  • PROC BGLIMM for generalized linear mixed-effects models
  • presents Bayesian treatment of various statistical topics, including regression models, multilevel hierarchical models, missing data analysis, model assessment, and predictions. Application areas will include agriculture and natural resources, although deviations from this should be expected, given the nature of the presented case studies and examples.

The tutorial emphasizes the practical aspect of performing Bayesian analysis. The objectives are to familiarize statistical programmers and practitioners with the essentials of Bayesian computing, and to equip them with computational tools through a series of worked-out examples that demonstrate sound practices for a variety of statistical models and Bayesian concepts.

Attendees should have a background equivalent to an M.S. in applied statistics. Earlier exposure to Bayesian methods and software is helpful but not necessary. The tutorial is based on SAS/STAT® 15.1.


Attendees who register for the workshop will be given access to the pre-recorded workshop tutorial then will meet on Monday, May 17th from 1:00pm-2:30pm ET via Zoom for live Q&A with the instructor.


UF/IFAS

The University of Florida’s Institute of Food and Agricultural Sciences (UF/IFAS) is a federal-state-county partnership dedicated to developing knowledge in agriculture, human and natural resources, and the life sciences, and enhancing and sustaining the quality of human life by making that information accessible.

UF/IFAS OCI

OCI stands for the Office of Conferences & Institutes. It is a full service conference planning agency at the University of Florida. OCI was created to support the Institute of Food and Agricultural Sciences (IFAS) mission to develop knowledge in agriculture, human and natural resources, and enhance and sustain the quality of human life by making that information accessible.

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