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UCL DEPARTMENT OF STATISTICAL SCIENCE

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First ever University Statistics Department ... Mathematical biology, medical/health statistics, epidemiology, genetics. Climatology, hydrology ... – PowerPoint PPT presentation

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Title: UCL DEPARTMENT OF STATISTICAL SCIENCE


1
UCL DEPARTMENT OF STATISTICAL SCIENCE
  • Founded in 1911 by Karl Pearson
  • First ever University Statistics Department
  • Egon Pearson, Jerzy Neyman, Ronald Fisher,
    William Student Gosset, Dennis Lindley, Adrian
    Smith,
  • 18 research-active staff
  • Current major research themes
  • Foundations and Theory
  • Applied Probability and Stochastic Modelling
  • Statistics in Medical Research
  • General Methodology and Applications

2
Foundations and Theory
  • Philip Dawid
  • Vanessa Didelez
  • Tom Fearn
  • Christian Hennig
  • Amanda Hepler
  • Valerie Isham
  • Matthew Parry
  • Afzal Siddiqui
  • Trevor Sweeting

3
Bayesian Theory
  • Combining experts
  • Multivariate analysis
  • p À n, regression, classification (PLS, SVM)
  • Model uncertainty
  • Maximum entropy and decision theory
  • Robustness
  • Objective and subjective Bayes
  • Computation and approximation
  • Nonparametric hierarchical modelling

4
Predictive Inference
  • Evaluation of predictive systems
  • Prequential analysis and cross-validation
  • Predictive decision theory
  • Stochastic complexity, MDL, MML
  • Computational learning theory
  • Game-theoretic probability theory

5
Graphical Modelling
  • Bayesian Networks
  • conditional independence
  • propagation algorithms
  • parameter estimation
  • object-oriented Bayes nets
  • Causal Inference
  • Philosophy, syntax and semantics
  • Observational studies
  • Direct and indirect effects
  • Dynamic processes, event history analysis

6
Other theoretical topics
  • Information and decision geometry
  • Clustering and classification
  • Spatio-temporal modelling
  • Extreme values
  • Evidential reasoning

7
Applications
  • Mathematical biology, medical/health statistics,
    epidemiology, genetics
  • Climatology, hydrology
  • Chemometrics, spectroscopy
  • Forensic statistics, DNA profiling
  • Financial decision-making, real options
  • Geological modelling/dating
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