[R] Probability(Markov chain transition matrix)
Maria Gu
godbless_maria at hotmail.com
Fri Apr 30 22:25:19 CEST 2004
Hi all, thank you for the response of my inquiry.
Let me explain more specifically about what I want from R.
It is about estimating bad debt related to people's credit card payment
behavior.
Here we go!
Status of a credit account {NC, 0,1,2,.....M} where NC is no-credit
status(account has no balance), 0 is where the account has a credit balance
but the payment are up to date, 1 is where the account is one payment
overdue, and M payment overdue is classified as default.
So we come up with Transition matrix stating probabilities of each state
FromTo NC 0 1 2 3
NC 0.79 0.21 0 0 0
0 0.09 0.73 0.18 0 0
1 0.09 0.51 0 0.40 0
2 0.09 0.38 0 0 0.55
3 0.06 0.32 0 0 0.62
Thus if one starts with all the accounts having no credit ?0 =(1,0,0,0,0),
after one period the distribution of account is ?1=(0.79, 0.21, 0, 0, 0)
after subsequent periods, it becomes
Ð2=(0.64, 0.32, 0.04, 0, 0),
Ð3= (0.540, 0.387, 0.058, 0.015, 0)
Ð4=(0.468,0.431, 0.070, 0.023, 0.008)
Ð5=(0.417, 0.460, 0.077, 0.028, 0.018)
and ++++
Ð10=(0.315, 0.512, 0.091, 0.036, 0.046)
This proves a way for estimating the amount of bad debt will appear the
future periods. After 10 periods, it estimates that 4.6%(0.046) of the
accounts will be bad.
I am sure R can solve this, please help me!
Maria Gu
510-418-1240
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