Dynamical Systems Trees Model Page

Dynamical Systems Trees Models Page

These are the various graphical models used in our experiments.

Models:

Graphical Representation of DSTs:

Discrete Hidden Variable Chain Over T Time Steps

Continuous Hidden Variable Chain Over T Time Steps

Continuous Emission Variable at One Time Step

Example: SLDS (a trivial DST)

Model 1a: No Interaction, All Players are Modeled with One Large LDS

Model 1b: No Interaction, Each Player is Modeled Independently with Individual LDSs

Model 2a: No Interaction, All Players are Modeled with One Large SLDS

Model 2b: No Interaction, Each Player is Modeled Independently with Individual SLDSs

Model 3: Intra-Team Interactions are Modeled with and One Aggregating State per Team, Inter-Team Interaction are Modeled with a High Level Aggregator

Model 4: Intra-Team Interaction and Inter-Team Interaction are Modeled with Same Aggregating State