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DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

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Page 1: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

DEAL: Learning Bayesian Networks in R

Susanne G. BøttcherClaus Dethlefsen

Aalborg University

and

Novo Nordisk A/S

Page 2: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

The DEAL Team

Susanne G. Bøttcher ([email protected])Soon to finish Ph.D. Supervisor: Steffen Lauritzen

Claus Dethlefsen ([email protected])Recent Ph.D. within state space models. Supervisor: Søren Lundbye-Christensen

Both supported by Novo Nordisk A/SAugust 2001-August 2003

Page 3: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

History of DEAL

1997-2002 Susanne’s Ph.D.: Development of theory

2000-2001Preliminary software in S-Plus (Susanne)

Nov/Dec 2001: Prototype of DEAL (Susanne/Claus)

Aug 2002: DEAL is released (Susanne/Claus)

Page 4: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

What can DEAL do for us?

Page 5: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Bayesian Networks for Mixed Variables

Page 6: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Conditional Gaussian Distribution

Page 7: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Parameter and Structure Learning

Page 8: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Development

Latent variables, missing observations Interface to eg. Hugin or Grappa Improvement on search strategies Graphical interface Applications in Diabetes research

Page 9: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Download

www.math.auc.dk/novo/deal

Page 10: DEAL: Learning Bayesian Networks in R Susanne G. Bøttcher Claus Dethlefsen Aalborg University and Novo Nordisk A/S

Demonstration