**Active Learning for
Structure in Bayesian Networks**

**Motivation**

**Bayesian Networks***

**Bayesian Networks**

**Bayesian Networks**

**Bayesian Networks**

**Bayesian Networks**

**Formal Problem Statement**

**How Can Interventions
Help?**

**Active Learning**

**Active Learning: Our
method**

**Structure Estimation**

**Updating the Model**

**Model Quality I**

**Model Quality II**

**Expected posterior loss**

**Fixed Ordering**

**Fixed Ordering**

**Expected Posterior Loss**

**Inference in Graphical
Model**

**Expected Posterior Loss**

**Unrestricted Orderings**

**The Algorithm**

**Experiments**

**Cancer Network: Root
Control**

**Cancer Network:
Interventions**

**Car Network:
Interventions**

**Original Cancer Network**

**Random Samples**

**Uniform Intervention**

**Active Learning**

**Conclusions**