Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

The population can be modelled by a two - dimensional continuous - time Markov chain ( Xt , Yt ) where Xt is the number

The population can be modelled by a two-dimensional continuous-time Markov chain
(Xt
, Yt) where Xt
is the number of individuals in state A and Yt
is the number of
individuals in state B, at time t. The states then consist of (i, j), i, j =0,1,...
individuals.
Given
Xt = i: Number of individuals in state A
Yt = j: number of individuals in state B
Let current state of (Xt
, Yt) be (i, j); i.e.(Xt = i, Yt = j), and assume one cell change
in a split of a moment at a time.
Starting with state (i, j) we have
(i 1, j +1)\alpha (i, j)\beta
->
(i +2, j 1)
i.e. A -> B : (i, j)->(i 1, j +1) at rate \alpha ; for each conversion of type A cell
From B we have (i +2, j 1) for each conversion of type B cell.
We dont know how many cells will convert at any given moment t, but there is a
range of possible states, Xi(t) at a rate i\alpha and Yj (t) at a rate j\beta .
So if we start with 1 cell, of type A say, then this will develop into a branching process
on the continuous time spectrum.
So there could be a scenario like this:
(1,0)\alpha ->(0,1)\beta
->
(2,0)"
\alpha ->(1,1)(if one type A converts)
2\alpha ->(0,2)(if two type A convert)
Continuing in this manner, now for each of the (1,1) and (0,2) states we get more
possible branches over time:
(1,1)->
"
\alpha ->(0,2)(when 1 A-type cell splits)
\beta
->
(2,1)(when 1 B-type cell split)
(0,2)->
"
\beta
->
(2,1)(when 1 B-cell converts)...
2\beta
->
(4,0)(when both B-type cells split)...
The process of conversions and splits goes on with time.
Note that in the diagram each state state is based on the assumption that one cell
converts in any split moment of a second, and the conversions are independent of each
other. The resulting diagram gets complex very quickly as the conversions occur and
develop into a tree-like network.
Also, note that the continuous-time aspect is a result of the fact that the conversions
occur in splits of seconds.

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Database Processing

Authors: David Kroenke

11th Edition

0132302675, 9780132302678

More Books

Students also viewed these Databases questions

Question

=+b) Create a p chart for these samples.

Answered: 1 week ago

Question

Did you include SEC required financial data?

Answered: 1 week ago