Math Problem Statement

To solve this problem using the partition matrix method, we need to model it as an absorbing Markov chain. Here's a breakdown of how to approach it step by step.

  1. Define the states:

Let the states be defined as:

  1. State 0: Bills paid (absorbing state)

  2. State 1: Current (not overdue)

  3. State 2: One month overdue

  4. State 3: Two months overdue

  5. State 4: Bad debts (absorbing state)

  6. Create the transition matrix:

We can now represent the transition probabilities based on the given data.

From current (State 1):

80% paid (moves to State 0)

20% becomes one month overdue (moves to State 2)

From one month overdue (State 2):

90% paid (moves to State 0)

10% becomes two months overdue (moves to State 3)

From two months overdue (State 3):

85% paid (moves to State 0)

15% becomes bad debt (moves to State 4)

Absorbing states:

If a bill is in State 0 (paid), it stays in State 0.

If a bill is in State 4 (bad debts), it stays in State 4.

The transition matrix P would look like this:

P = \begin{pmatrix} 1 & 0 & 0 & 0 & 0 \ 0.80 & 0 & 0.20 & 0 & 0 \ 0.90 & 0 & 0 & 0.10 & 0 \ 0.85 & 0 & 0 & 0 & 0.15 \ 0 & 0 & 0 & 0 & 1 \end{pmatrix}

  1. Canonical Form:

Rearrange the matrix into its canonical form, separating absorbing and non-absorbing states:

P = \begin{pmatrix} I & 0 \ R & Q \end{pmatrix}

Where:

I is the identity matrix for absorbing states (States 0 and 4),

0 is the matrix of transitions between absorbing and non-absorbing states,

R is the matrix of transitions from non-absorbing to absorbing states,

Q is the matrix of transitions between non-absorbing states.

For this problem, the canonical form will be:

P = \begin{pmatrix} 1 & 0 & 0 & 0 & 0 \ 0 & 1 & 0 & 0 & 0 \ 0.80 & 0.20 & 0 & 0 \ 0.90 & 0 & 0.10 & 0 \ 0.85 & 0 & 0 & 0.15 \end{pmatrix}

  1. Fundamental Matrix:

The fundamental matrix F is calculated as:

F = (I - Q)^{-1}

Where Q is the submatrix of transition probabilities among non-absorbing states (1, 2, and 3). In this case:

Q = \begin{pmatrix} 0 & 0.20 & 0 \ 0 & 0 & 0.10 \ 0 & 0 & 0 \end{pmatrix}

Now, calculate F using:

F = (I - Q)^{-1}

We can proceed to calculate the fundamental matrix and find the expected number of times the process stays in each state, as well as the expected amount of bad debts.

I'll proceed with these calculations if you're ready.

Solution

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Math Problem Analysis

Mathematical Concepts

Absorbing Markov Chains
Transition Matrices
Matrix Inversion

Formulas

Fundamental Matrix F = (I - Q)^{-1}
Transition Matrix Canonical Form

Theorems

Absorbing Markov Chain Theorem

Suitable Grade Level

Grades 10-12