Example JSON models and CSV samples

This section contains JSON model files for use in the Genius model editor or Python SDK. These models are used throughout the tutorials. The user is encouraged to use these models files to experiment with and learn how to use Genius. Additionally, sampled CSV datasets generated from these model files are included. This can be useful for performing structure learning.

The POMDP model used in the agent navigation example.

Discrete Bayesian network models

Asia

The discrete Bayes model used in the medical diagnosis example. This dataset is also known as lung cancer.

Source: Asia BIF file in BNLearn R package

5KB

asia.json

Open

JSON model

50KB

asia_2000.csv

Open

2000 asia samples (CSV)

Electric vehicle

The discrete Bayes model used in the electric vehicle risk mitigation example.

Source: Electric vehicle BIF file in BnRep R package

23KB

electricvehicle.json

Open

JSON model

142KB

electricvehicle_2000.csv

Open

2000 electric vehicle samples (CSV)

Insurance

The discrete Bayes model used in the insurance example.

Source: Insurance BIF file in BNLearn R package

60KB

insurance.json

Open

JSON model

196KB

insurance_1000.csv

Open

1000 insurance samples (CSV)

Project management

The discrete Bayes model used in the project management risk identification tutorial.

Source: Project management BIF file in BnRep R package

27KB

projectmanagement.json

Open

JSON model

178KB

projectmanagement_2000.csv

Open

2000 project management samples (CSV)

Sprinkler

The discrete Bayes model used in the knowledge center tutorials to teach fundamental concepts in probabilistic inference and Genius functionality.

3KB

sprinkler.json

Open

JSON model

14KB

sprinkler_samples_1000.csv

Open

1000 sprinkler samples (CSV)

POMDP models

Structure learning and/or parameter learning is not yet supported for POMDP models (bandit and GridWorld) so there is no accompanying CSV file of samples.

Bandit

The POMDP model used in the multi-armed bandit example.

13KB

mab.json

Open

JSON model

Agent navigation

The POMDP model used in the agent navigation example.

23KB

agent_navigation.json

Open

JSON model

Insulin pump

The POMDP model used in the insulin pump example.

289KB

insulin_pump.json

Open

JSON model