Here are the slides of the presentation I gave at the EPSRC Advanced Computational methods for complex models in Biology at University College London, last week. Introducing random forests as proper summaries for both model choice and parameter estimation (with considerable overlap with earlier slides, obviously!). The other talks of that highly interesting day on computational Biology were mostly about ancestral graphs, using Wright-Fisher diffusions for coalescents, plus a comparison of expectation-propagation and ABC on a genealogy model by Mark Beaumont and the decision theoretic approach to HMM order estimation by Chris Holmes. In addition, it gave me the opportunity to come back to the Department of Statistics at UCL more than twenty years after my previous visit, at a time when my friend Costas Goutis was still there. And to realise it had moved from its historical premises years ago. (I wonder what happened to the two staircases built to reduce frictions between Fisher and Pearson if I remember correctly…)
Archive for computational biology
advanced computational methods for complex models in Biology [talk]
Posted in Books, pictures, Statistics, Travel, University life with tags ABC, Bayesian computing, Biology, coalescent, computational biology, England, EPSRC, expectation-propagation, London, random forests, UCL, University College London, Wright-Fisher model on September 29, 2016 by xi'anMethodological developments in evolutionary genomic [3 years postdoc in Montpellier]
Posted in pictures, Statistics, Travel, University life, Wines with tags academic position, Bayesian statistics, biodiversity, computational biology, France, Institut de Biologie Computationelle, Montpellier, phylogenetic models, position, postdoctoral position on November 26, 2014 by xi'an[Here is a call for a post-doctoral position in Montpellier, South of France, not Montpelier, Vermont!, in a population genetics group with whom I am working. Highly recommended if you are currently looking for a postdoc!]
Three-year post-doctoral position at the Institute of Computational Biology (IBC), Montpellier (France) :
Methodological developments in evolutionary genomics.
One young investigator position opens immediately at the Institute for Computational Biology (IBC) of Montpellier (France) to work on the development of innovative inference methods and software in population genomics or phylogenetics to analyze large-scale genomic data in the fields of health, agronomy and environment (Work Package 2 « evolutionary genomics » of the IBC). The candidate will develop its own research on some of the following topics : selective processes, demographic history, spatial genetic processes, very large phylogenies reconstruction, gene/species tree reconciliation, using maximum likelihood, Bayesian and simulation-based inference. We are seeking a candidate with a strong background in mathematical and computational evolutionary biology, with interest in applications and software development. The successfull candidate will work on his own project, build in collaboration with any researcher involved in the WP2 project and working at the IBC labs (AGAP, CBGP, ISEM, I3M, LIRMM, MIVEGEC).
IBC hires young investigators, typically with a PhD plus some post-doc experience, a high level of publishing, strong communication abilities, and a taste for multidisciplinary research. Working full-time at IBC, these young researchers will play a key role in Institute life. Most of their time will be devoted to scientific projects. In addition, they are expected to actively participate in the coordination of workpackages, in the hosting of foreign researchers and in the organization of seminars and events (summer schools, conferences…). In exchange, these young researchers will benefit from an exceptional environment thanks to the presence of numerous leading international researchers, not to mention significant autonomy for their work. Montpellier hosts one of the most vibrant communities of biodiversity research in Europe with several research centers of excellence in the field. This positions is open for up to 3 years with a salary well above the French post-doc standards. Starting date is open to discussion.
The application deadline is January 31, 2015.
Living in Montpellier: http://www.agropolis.org/english/guide/index.html
Contacts at WP2 « Evolutionary Genetics » :
Jean-Michel Marin : http://www.math.univ-montp2.fr/~marin/
François Rousset : http://www.isem.univ-montp2.fr/recherche/teams/evolutionary-genetics/staff/roussetfrancois/?lang=en
Vincent Ranwez : https://sites.google.com/site/ranwez/
Olivier Gascuel : http://www.lirmm.fr/~gascuel/
Submit my application : http://www.ibc-montpellier.fr/open-positions/young-investigators#wp2-evolution