Non-recursive formula for the $n$th term of a linear homogeneous recurrence

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Discussion Overview

The discussion revolves around finding a non-recursive formula for the $n$th term of a specific linear homogeneous recurrence relation defined by initial conditions and a recurrence formula. The scope includes mathematical reasoning and the use of generating functions to derive the solution.

Discussion Character

  • Mathematical reasoning
  • Technical explanation
  • Exploratory

Main Points Raised

  • One participant presents the recurrence relation and asks for a non-recursive formula for the $n$th term.
  • Another participant requests clarification on how to derive the characteristic roots, expressing uncertainty about the concept of characteristic roots and mentioning an alternative approach using generating functions.
  • A third participant elaborates on the use of generating functions, detailing the construction of the generating function and how it encodes the recurrence relation. They provide a step-by-step breakdown of the process, including the manipulation of the generating function and the resulting equations.
  • The same participant concludes with a derived expression for the generating function and subsequently extracts the $n$th term from it, presenting the final formula for $a_n$ in terms of roots derived from the generating function.

Areas of Agreement / Disagreement

Participants express different approaches to solving the recurrence, with one focusing on characteristic roots and another on generating functions. There is no consensus on the preferred method, and the discussion remains open to various interpretations and techniques.

Contextual Notes

Some participants express uncertainty about the derivation of characteristic roots and the application of generating functions, indicating potential gaps in understanding or assumptions about these concepts.

Nono713
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Just an easy one to start off with, find a non-recursive formula for the $n$th term of the following linear homogeneous recurrence:

$$a_0 = 2, ~ ~ a_1 = -2, ~ ~ a_n = -2 a_{n - 1} + 2 a_{n - 2} ~ ~ \text{for} ~ n \geq 2$$​

Hint:
You can use generating functions to solve this problem.
 
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The characteristic roots are:

$$r=-1\pm\sqrt{3}$$

and so the closed form is:

$$a_n=k_1(-1+\sqrt{3})^n+k_2(-1-\sqrt{3})^n$$

Using the given initial values, we may write:

$$a_0=k_1+k_2=2$$

$$a_1=k_1(-1+\sqrt{3})+k_2(-1-\sqrt{3})=-(k_1+k_2)+\sqrt{3}(k_1-k_2)=-2+\sqrt{3}(k_1-k_2)=-2$$

Thus:

$$k_1=k_2=1$$

and so the closed form is:

$$a_n=(-1+\sqrt{3})^n+(-1-\sqrt{3})^n$$
 
But how did you work out those characteristic roots? Show your working :cool:

(I don't actually know what characteristic roots are - are they that easy to derive? I approached this with generating functions myself)
 
The associated auxiliary equation is:

$$r^2+2r-2=0$$

Use of the quadratic equation gives the characteristic roots.

We essentially assume a solution of the form:

$$a_n=r^n$$ where $$r\ne0$$

and so substitution into the recursion gives:

$$r^n=-2r^{n-1}+2r^{n-2}$$

Dividing through by $$r^{n-2}$$ and rearranging in standard quadratic form gives the characteristic or auxiliary equation above.
 
Let $a(z) = \sum_{i = 0}^\infty a_i z^i = a_0 + a_1 z + a_2 z^2 + \cdots$ be a generating function such that $a_n$ corresponds to said recurrence. Consider:

$$a(z) + 2 z a(z) - 2 z^2 a(z)$$
The reason we do this is because when we multiply $a(z)$ by $z$, we increment every exponent in the generating function by $1$, and then $a_1$ is paired with $z^2$, $a_2$ is paired with $z^3$, and so on. So we see that the sum above is just the recurrence relation, encoded into a sum of generating functions. Let's write down the first few terms of these three different generating functions:

$$
\begin{array}{|c|cccl|}
\hline
a(z) &a_0 &a_1 z &a_2 z^2 &\cdots \\
2 z a(z) &~ &2 a_0 z &2 a_1 z^2 &\cdots \\
-2 z^2 a(z) &~ &~ &- 2 a_0 z^2 &\cdots \\
\hline
\text{Sum} &a_0 &(a_1 + 2a_0) z &0 &\cdots \\
\hline
\end{array}
$$
We note the resulting coefficients for $z^2, z^3, \cdots$ are zero, since $a_n = -2 a_{n - 1} + 2 a_{n - 2}$ for $n \geq 2$. It follows that:

$$a(z) + 2 z a(z) - 2 z^2 a(z) = a_0 + (a_1 + 2 a_0) z$$
Rearranging, we obtain:

$$a(z) \left ( 1 + 2 z - 2 z^2 \right ) = a_0 + (a_1 + 2 a_0) z$$
Now we may plug in the initial values $a_0 = 2$, $a_1 = -2$ into the equation:

$$a(z) \left ( 1 + 2 z - 2 z^2 \right ) = 2 + 2 z$$
To finally obtain an expression for $a(z)$, our original generating function:

$$a(z) = \frac{2 + 2z}{1 + 2 z - 2 z^2}$$
By partial fraction decomposition, we can deduce that:

$$a(z) = \frac{\alpha}{\alpha + 2z} + \frac{\beta}{\beta - 2z} = \frac{1}{1 + \frac{2}{\alpha} z} + \frac{1}{1 - \frac{2}{\beta} z}$$
Where $\alpha = \sqrt{3} - 1$ and $\beta = \sqrt{3} + 1$. We can then use the theorem that:

$$\frac{1}{1 - nz} = \sum_{i = 0}^\infty n^i z^i$$
This yields:

$$a(z) = \sum_{i = 0}^\infty \left ( - \frac{2}{\alpha} \right )^i z^i + \sum_{i = 0}^\infty \left ( \frac{2}{\beta} \right )^i z^i = \sum_{i = 0}^\infty \left [ \left ( - \frac{2}{\alpha} \right )^i + \left ( \frac{2}{\beta} \right )^i \right ] z^i$$
And we can then just read off the coefficient of $z^i$ to evaluate the recurrence at $a_i$. We conclude:

$$a_n = \left ( - \frac{2}{\alpha} \right )^n + \left ( \frac{2}{\beta} \right )^n = \left ( - \frac{2}{\sqrt{3} - 1} \right )^n + \left ( \frac{2}{\sqrt{3} + 1} \right )^n$$
Which, after simplifying the fractions, becomes:

$$a_n = \left ( - \sqrt{3} - 1 \right )^n + \left ( \sqrt{3} - 1 \right )^n$$
 

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