[ENH] Design of a Bayesian model interface for sktime and skpro #389
Labels
API design
API design & software architecture
feature request
New feature or request
module:probability&simulation
probability distributions and simulators
module:regression
probabilistic regression module
module:survival&time-to-event
module for time-to-event prediction aka survival prediction
Is your feature request related to a problem? Please describe.
Not a problem per se, but we're planning to create a few Bayesian estimators in
sktime
andskpro
.Bayesian estimators uniquely integrate prior knowledge through prior distributions and update this knowledge based on observed data to form posterior distributions. To accommodate the distinctive workflow of Bayesian estimators, we propose designing a new BayesianEstimator class.
This issue relates to the following two PRs:
enhancement proposals
repoBayesianLinearRegressor
estimator onskpro
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