Notebooks

These notebooks should help get started with LaFoMo.

Linear LFMs

For analytical Latent Force Models, have a look at these notebooks carrying out exact inference.

• Variational Inference: Cascaded ODE
• Linear LFM
• Variational Inference
• Conditioning latent forces on data

Non-linear LFMs

For non-linear Latent Force Models, the variational approach is used.

• Lotka-Volterra LFM
• Non-linear Transcriptional Regulation

Partial Differential Equations

• Spatio-temporal Transcriptomics

Neural Latent Force Operator

• LFO 1D example
• LFO 2D reaction-diffusion