The NC State Research Training Group on Parameter Estimation for Mechanistic Biological Models (http://rtg.math.ncsu.edu), funded by the National Science Foundation (NSF), will run a tutorial workshop on parameter estimation for biological models between July 25th and July 28th, 2018.
Mathematical modeling of biological systems is a rapidly growing area of research. Typically, some (and often many) of a model?s parameters and/or states are unknown and have to be inferred from the available data. However, for many systems only partial observations are available. Much effort has been devoted to solving this problem. Some key questions considered in this context are: How sensitive is a model?s output to changes in its parameters (sensitivity analysis)? Which parameters can be estimated uniquely from a model?s input and output (identifiability analysis)? What are the uncertainties of parameters estimated by fitting a model to data? How are predictions of a model impacted by uncertainties in its parameters (and structure) (uncertainty quantification)?
This workshop will cover these concepts at an introductory level with a special emphasis on illustrating their practical application. The meeting will consist of introductory lectures, research talks and hands-on practical sessions to provide an opportunity to use the methods on concrete problems. In addition, we will have a poster session where participants can share their research and get feedback and advice from presenters and other attendees.
Confirmed speakers include Tom Banks (NC State University), Tyrus Berry (George Mason University), Marisa Eisenberg (University of Michigan), Dirk Husmeier (University of Glasgow, UK), Brian Reich (NC State) and Ralph Smith (NC State).
The primary target audience for the workshop is graduate students interested in learning basic techniques associated with modern methods of identifiability theory, parameter estimation, and uncertainty quantification in models arising in biology. We also welcome applications from advanced undergraduates, postdocs and others who may be interested in these topics.
Individuals wishing to participate should complete the online form at https://goo.gl/forms/Mqkz5IuwFuvKvlUJ3 . Full consideration will be given to applications received by April 1st, although applications received after that date will be considered if space permits. Financial support is available for a limited number of US students and postdocs (requests for support are entered via the online form).
Further details about the workshop will appear at http://rtg.math.ncsu.edu/workshop
On behalf of the co-organizers: Franz Hamilton, Alun Lloyd and Mette Olufsen.