econirl
Overview
Quick Start
Loading Data and Pre-Estimation
Core Estimators
NFXP
CCP
TD-CCP
MCE-IRL
Neural MCE-IRL
AIRL
AIRL-Het
GLADIUS
Other Estimators
NNES
MPEC
UFXP
RHIP
f-IRL
IQ-Learn
Choosing and Comparing Estimators
Post-Estimation Diagnostics
Theory
Soft Bellman and DDC-MaxEnt Equivalence
Identification and Anchors
Classical DDC Proof Routes
IRL Identification Boundaries
GLADIUS and ERM
Reward Projection and Feature Rank
Replications
Simulation Studies
Bus engine replacement
Gridworld navigation
Route choice on a synthetic road network
Consumer stockpiling of a storable good
Fleet maintenance (multi-component bus engine replacement)
Content consumption with latent viewer types
RHIP recovers the demonstrator’s planning horizon
API References
econirl.DDCProblem
econirl.Panel
econirl.Trajectory
econirl.TrajectoryPanel
econirl.RewardSpec
econirl.SufficientStats
econirl.NFXP
econirl.CCP
econirl.TDCCP
econirl.UFXP
econirl.NNES
econirl.SEES
econirl.MaxEntIRL
econirl.MaxMarginIRL
econirl.MCEIRL
econirl.MCEIRLNeural
econirl.IQLearn
econirl.GLADIUS
econirl.AIRL
econirl.NeuralUFXP
econirl.RustBusEnvironment
econirl.environments.ArrayMDP
econirl.environments.random_mdp
econirl.simulation.simulate_panel
econirl.Utility
econirl.LinearCost
econirl.make_utility
econirl.TransitionEstimator
econirl.preprocessing.check_panel_structure
econirl.preprocessing.feature_diagnostics
econirl.datasets
References
econirl
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