Example Gallery

This gallery contains examples demonstrating the capabilities of scikit-bayes. All examples use matplotlib for visualization and can be downloaded as Python scripts or Jupyter notebooks.

MixedNB Examples

Examples demonstrating the Mixed Naive Bayes classifier for heterogeneous data.

AnDE Examples

Averaged n-Dependence Estimators solving problems Naive Bayes cannot.

Benchmarks and Comparisons

Performance comparisons of different model variants.

MixedNB Equivalence with GaussianNB

MixedNB Equivalence with GaussianNB

Solving the XOR Problem: AnDE vs Naive Bayes

Solving the XOR Problem: AnDE vs Naive Bayes

Analytic View: 2D Slice of the 3D XOR Problem

Analytic View: 2D Slice of the 3D XOR Problem

MixedNB Equivalence with BernoulliNB

MixedNB Equivalence with BernoulliNB

MixedNB Equivalence with CategoricalNB

MixedNB Equivalence with CategoricalNB

3D Voxel-Cloud Visualization: XOR Structure

3D Voxel-Cloud Visualization: XOR Structure

The Power of Mixed Data: Context-Dependent Logic

The Power of Mixed Data: Context-Dependent Logic

Interpreting ALR: Automatic Feature Selection via Weights

Interpreting ALR: Automatic Feature Selection via Weights

Handling Mixed Data Types with MixedNB

Handling Mixed Data Types with MixedNB

Data Efficiency & Complexity: Generative vs. Hybrid Levels (L1-L4)

Data Efficiency & Complexity: Generative vs. Hybrid Levels (L1-L4)