Probability of Type I/Type II Selection in Lab Experiment

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Homework Help Overview

The problem involves a lab experiment where a mouse chooses between two food types, type I and type II, with specific probabilities influencing its choices over consecutive days. The questions focus on calculating the probabilities of the mouse selecting each type of food after a certain number of days based on its initial choice.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • The original poster attempts to construct a transition matrix to model the probabilities of the mouse's choices over time. They express uncertainty about the calculations for the probabilities after multiple days.
  • Some participants question the structure of the transition matrix and whether it is correctly formulated, particularly regarding the summation of probabilities.
  • Others suggest reconsidering the representation of the state vector and the implications of the matrix's orientation.

Discussion Status

Participants are actively discussing the formulation of the transition matrix and its implications for the calculations. There is a recognition of potential errors in the original poster's approach, particularly concerning the summation of probabilities in the matrix. Guidance has been offered regarding the conventions of state vectors and transition matrices, but no consensus has been reached on the correct formulation.

Contextual Notes

The discussion includes a specific scenario where the initial probability of choosing type I is given as 10%, raising further questions about how to apply the transition matrix in this context. Participants are exploring the implications of this additional information on their calculations.

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Homework Statement



In a lab experiment, a mouse can choose one of two food types each day, type I and type II. Records show that if a mouse chooses type I on a given day, then there is a 75% chance that it will choose type I the next day and if it chooses type II on one day, then there is a 50% chance that it will choose type II the next day.

(a) If the mouse chooses type I today, what is the probability that it will choose type I two days from now?

(b) If the mouse chooses type II today, what is the probability that it will choose type II three days from now?


Homework Equations




The Attempt at a Solution



I think a suitable transition matrix for this phenomenon is:

[tex]Px_{t} = \left[\begin{array}{ccccc} 0.25&0.5 \\ 0.75&0.5 \end{array}\right][/tex] [tex]\left[\begin{array}{ccccc} x_{1}(t) \\ x_{2}(t) \end{array}\right][/tex]

for part (a) I have the initial condition [tex]\left[\begin{array}{ccccc} 1 \\ 0 \end{array}\right][/tex]

[tex]\left[\begin{array}{ccccc} 0.25&0.5 \\ 0.75&0.5 \end{array}\right][/tex] [tex]\left[\begin{array}{ccccc} 2 \\ 0 \end{array}\right][/tex][tex]= \left[\begin{array}{ccccc} 0.5 \\ 1.5 \end{array}\right][/tex]

So the probability is 0.5?

for part (b) the initial condition is (0,1). This time we end up with:

[tex]= \left[\begin{array}{ccccc} 1.5 \\ 2.5 \end{array}\right][/tex] !

The probability of choosing type II in three days is 2.5 :confused:
 
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And btw last part of the questions asks:

If there is 10% chance that the mouse will choose type I today, what is the probability that it will choose type I tomorrow?

I'm not sure how to use my matrix to solve find this.
I appreciate some guidance. Thanks :)
 
Isn't your matrix transposed?
 
Borek said:
Isn't your matrix transposed?

No, which matrix?

[tex]\left[\begin{array}{ccccc} x_{1}(t) \\ x_{2}(t) \end{array}\right][/tex] is the state vector.
 
I think Borek meant your transition matrix.
 
I think that's what I thought. Rows should sum to 1.
 
I'm looking at an example in my textbook and only columns sum to 1 not rows.
 
So perhaps you should use a row vector for a state vector? That's a matter of convention.

Sum of probablities should be 1, so both your state vectors (for a and b) are wrong.
 

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