14 June - 18 June 2010
e-Science Institute,
15 South College Street,
Edinburgh, UK
Lectures by
Dirk Husmeier
Biomathematics and Statistics Scotland (BioSS)
JCMB, The King's Building,
Edinburgh EH9 3JZ, United Kingdom
DAY 1
DAY 2
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Lecture 4:
A derivation of the marginal likelihood for Bayesian networks
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Lecture 5:
Introduction to MCMC
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Lecture 6:
Advanced MCMC methods for Bayesian networks
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Lecture 7:
Comparative evaluation of various machine learning
methods for systems biology
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Lecture 8:
Gene regulatory network reconstruction by Bayesian integration
of prior knowledge and/or different experimental conditions
DAY 3
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Lecture 9:
Advanced Bayesian networks:
inhomogeneous processes and nonlinear regulation
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Lecture 10:
Ecological networks
ADDITIONAL MATERIAL
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Lecture 11:
Scoring the network reconstruction accuracy
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Lecture 12:
Dynamic programming for changepoint processes
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