Linear Recursive equations Flashcards
What is a stochastic Process
a collection of random variables indexed by time
What is the formula for a linear recursive equation? What does each part mean? What can you do with it?
X(n+2) = a (n+1) + ß (n) : 2nd order general equation
-Used to solve recurrence equations
-can be turned into a matrix of dimension 2
What is the general form of a 2nd order recurrence equation when finding the powers? What are we using it for?
Xn = Ca^n
-we use it to solve the eigen values for the matrix
|alpha Beta |
| 1 0 |
-the solutions to this equation are the eigen values
-we also use it to get rid of the recurrence
-now we can love x n=100 directly
Background:
What is the background for solving 2nd order recurrence equation?
:
How would you solve Xm = Ca^m? How does it relate to eigen values? What is the conditioning of the equation?
- plug it into the recurrence equation
- simplify ( we want a polynomial form)
- Find the discriminant (3 cases)
+: two real solutions
-: two complex solutions
0: one solution (eigen values are the same)
-a^m and ma^m (where a = alpha/2) - we solve for Cs using are solution to the polynomial equation and power equations
- all solution will be a linear combo of the resulting formula for the two solutions
what is the equation for the discriminant?
b^2 - 4ac
how do you get from the 2nd order recurrence equation to Xm = Ca^m? hint a proof from 1/24/23
How can you check if your solutions forXm = Ca^m are linearly independent?
Do 1 Problem
How to solve:
X(n+2) = aX(n+1) + B(n) + f(n)
What is the difference between:
1. X(n+2) = aX(n+1) + B(n) + f(n)
2. X(n+2) = a (n+1) + ß (n)
What are the differences when solving them?