Kemeny Random-Target Hitting
Average hitting times over a stationary random target and discover start-state invariance.
Free theory articleAverage hitting times over a stationary random target and discover start-state invariance.
Concept & interpretation
Kemeny's constant is an intriguing invariant of finite, irreducible Markov chains. It reveals that the expected time to hit a randomly chosen target state (chosen according to the chain's stationary distribution) is the same regardless of the starting state.
Experiment
You can test the start-state invariance in the interactive model:
Check out the model and verify the results yourself.
- Open the Kemeny Random-Target Hitting module.
- Set the Chain control to
Completeand Move probability to0.5. - Observe that the K from zero, K from one, and K from two result cards all display exactly
4.0. - Change the Start control to a different state (e.g.,
1). Notice that the Selected hitting time changes depending on the Target, but the Kemeny constants remain exactly4.0.