--- title: Sequences TARGET DECK: Obsidian::STEM FILE TAGS: algebra::sequence tags: - algebra - sequence --- ## Overview A **sequence** is an ordered list of numbers. These are usually represented as a **closed formula** or a **recursive definition**. %%ANKI Basic What is a sequence? Back: An ordered list of values. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How does sequence $0, 1, 2, \ldots$ differ from set $\mathbb{N}$? Back: Order matters in the former. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How is sequence $a_1, a_2, \ldots$ more compactly denoted? Back: $(a_n)_{n \geq 1}$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is the first index of $(a_n)_{n \geq 1}$? Back: $1$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What terms make up the expanded form of sequence $(a_n)_{n \geq 0}$? Back: $a_0, a_1, a_2, \ldots$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What term refers to the subscripts in sequence $a_0, a_1, a_2, \ldots$? Back: Indices. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How do functions and sequences relate to one another? Back: Every sequence is equivalent to a function mapping index to value. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How is sequence $a_0, a_1, a_2, \ldots$ interpreted as a function? Back: As a function that assigns $n \mapsto a_n$. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What two methods allow exact specification of a sequence? Back: Closed formulas and recursive definitions. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is a closed formula for sequence e.g. $(a_n)_{n \geq 0}$? Back: A formula that can be computed using a fixed number of "well-known" standard operations, independent of $n$. Reference: Ronald L. Graham, Donald Ervin Knuth, and Oren Patashnik, *Concrete Mathematics: A Foundation for Computer Science*, 2nd ed (Reading, Mass: Addison-Wesley, 1994). END%% %%ANKI Cloze {$n!$} is a closed formula even though equivalent expression {$\Pi_{k=1}^n k$} is not. Reference: Ronald L. Graham, Donald Ervin Knuth, and Oren Patashnik, *Concrete Mathematics: A Foundation for Computer Science*, 2nd ed (Reading, Mass: Addison-Wesley, 1994). END%% %%ANKI Basic Why is $\Pi_{k=1}^n k$ not considered a closed formula? Back: The number of "well-known" standard operations (i.e. multiplications) scale with $n$. Reference: Ronald L. Graham, Donald Ervin Knuth, and Oren Patashnik, *Concrete Mathematics: A Foundation for Computer Science*, 2nd ed (Reading, Mass: Addison-Wesley, 1994). END%% %%ANKI Basic Why is $n!$ considered a closed formula? Back: Because the factorial operation is considered a "well-known" standard operation. Reference: Ronald L. Graham, Donald Ervin Knuth, and Oren Patashnik, *Concrete Mathematics: A Foundation for Computer Science*, 2nd ed (Reading, Mass: Addison-Wesley, 1994). END%% %%ANKI Basic What two parts make up a recursive definition of a sequence? Back: The recurrence relation and an initial condition. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What distinguishes a recurrence relation and a recursive definition? Back: A recursive definition includes a recurrence relation along with an initial condition. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How is sequence $(a_n)_{n \geq 0} = 1, 2, 4, 8, \ldots$ represented as a closed formula? Back: $a_n = 2^n$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How is sequence $(a_n)_{n \geq 0} = 1, 2, 4, 8, \ldots$ represented as a recursive definition? Back: $a_n = 2 \cdot a_{n-1}$ with $a_0 = 1$. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Cloze It is harder to find {terms of a sequence} with a recursive definition than closed formula. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic Which is considered easier to find: closed formulas or recursive definitions? Back: Recursive definitions. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What general strategy is typically employed when finding a closed formula for a sequence? Back: First find a recursive definition. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% ## Recurrence Relations To solve a recurrence relation means to find a closed form for the relation (with respect to initial conditions). %%ANKI Basic What is the recurrence relation for the Fibonacci sequence? Back: $F_n = F_{n-1} + F_{n-2}$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What does it mean to solve a recurrence relation? Back: To find a closed formula satisfying the relation and initial conditions. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% ### Telescoping Telescoping refers to the property of summations in which consecutive terms cancel out. We can use telescoping to solve recurrences of form $a_n = a_{n-1} + f(n)$ by noticing that: $$\begin{align*} a_1 - a_0 & = f(1) \\ a_2 - a_1 & = f(2) \\ \vdots \\ a_n - a_{n-1} & = f(n) \\ \hline a_n - a_0 & = \sum_{k=1}^n f(n) \end{align*}$$ %%ANKI Basic What does it mean for a sum to be telescoping? Back: Pairs of consecutive terms in the summation cancel each other out. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What imagery is invoked by the term "telescoping" with respect to a sum? Back: A collapsing telescope. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What summands typically remain after evaluating a telescoping sum? Back: The first and the last. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is the result of the following after observing telescoping? $$(2 - 1) + (3 - 2) + \cdots + (100 - 99) + (101 - 100)$$ Back: $-1 + 101$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How is the following rewritten to highlight telescoping? $$(2 - 1) + (3 - 2) + \cdots + (100 - 99) + (101 - 100)$$ Back: $$(-1 + 2) + (-2 + 3) + \cdots + (-99 + 100) + (-100 + 101)$$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is the result of the following? $\sum_{n=1}^N (a_n - a_{n-1})$ Back: $a_N - a_0$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What property is used to quickly verify the following identity? $$\sum_{n=1}^N (a_n - a_{n-1}) = a_N - a_0$$ Back: This is a telescoping sum. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic Schematically show how **telescoping** can be used to solve $a_n = a_{n-1} + f(n)$. Back: $$\begin{align*} a_1 - a_0 & = f(1) \\ & \vdots \\ a_n - a_{n-1} & = f(n) \\ \hline a_n - a_0 & = \sum_{k=1}^n f(k) \end{align*}$$Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is the closed formula of recurrence $a_n = a_{n-1} + f(n)$? Back: $a_n = a_0 + \sum_{k=1}^n f(k)$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What summation property can be used to derive the closed formula of $a_n = a_{n-1} + f(n)$? Back: Telescoping. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% ### Iteration Iteration refers to the expansion of terms, starting at the initial conditions, in the hope of discovering a pattern. It is more general than [[#Telescoping]] is. Consider $a_n = a_{n-1} + f(n)$ again. We solve with iteration like so: $$\begin{align*} a_1 & = a_0 + f(1) \\ a_2 & = (a_0 + f(1)) + f(2) \\ \vdots \\ a_n & = (\cdots(a_0 + f(1)) + f(2)) + \cdots) + f(n) \\ \hline a_n & = a_0 + \sum_{k=1}^n f(n) \end{align*}$$ %%ANKI Basic What does it mean to solve a recurrence relation using iteration? Back: Repeatedly expand terms, starting at the initial conditions, to discover a pattern. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic What is the result of "iterating" the following recursive definition twice? $$a_n = 3a_{n-1} + 2$$ Back: $$\begin{align*} a_1 & = 3a_0 + 2 \\ a_2 & = 3(3a_0 + 2) + 2 \end{align*}$$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic Schematically show how **iteration** can be used to solve $a_n = a_{n-1} + f(n)$. Back: $$\begin{align*} a_1 & = a_0 + f(1) \\ & \vdots \\ a_n & = (\cdots((a_0 + f(1)) + f(2)) + \cdots) + f(n) \\ \hline a_n & = a_0 + \sum_{k=1}^n f(k) \end{align*}$$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How fast does the number of terms grow when iterating $a_n = 3a_{n-1} + 2$? Back: Linearly. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic How fast does the number of terms grow when iterating $a_n = 2a_{n-1} + 3a_{n-2}$? Back: Exponentially (the number of terms double each iteration). Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic Why should you avoid using iteration to solve $a_n = 2a_{n-1} + 3a_{n-2}$? Back: The number of terms grows unwieldy very quickly. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% %%ANKI Basic When solving recurrences, is telescoping or iteration a more general technique? Back: Iteration. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). END%% ### Characteristic Roots When encountering **linear homogeneous recurrence relations with constant coefficients**, we can use the characteristic root technique to solve. We demonstrate with a quadratic **characteristic polynomial**, though this technique generalizes to higher-order polynomials as well. Given recurrence relation $a_n + \alpha a_{n-1} + \beta a_{n-2} = 0$, the characteristic polynomial is $r^2 + \alpha r + \beta$. If $r_1$ and $r_2$ are distinct roots of the characteristic polynomial, then the solution to the recurrence relation is $$a_n = ar_1^n + br_2^n$$ where $a$ and $b$ are determined by the initial conditions. If the characteristic polynomial only has one root $r$, the solution is instead $$a_n = ar^n + bnr^n$$ %%ANKI Basic The characteristic root technique only works when solving what kind of recurrence relation? Back: Linear homogeneous recurrence relations with constant coefficients. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What does "linear" refer to in "linear homogeneous recurrence relations with constant coefficients"? Back: The recurrence relation is a *linear* combination of previous terms. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What does "homogeneous" refer to in "linear homogeneous recurrence relations with constant coefficients"? Back: *Every* term in the relation is a multiple of previous terms. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Why isn't $a_n = 2a_{n-1} + 3a_{n-2}$ a linear homogeneous recurrence relation with constant coefficients? Back: It is. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Why isn't $a_n = 2a_{n-1} \cdot 3a_{n-2}$ a linear homogeneous recurrence relation with constant coefficients? Back: It is non-linear. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Why isn't $a_n = 2a_{n-1} + 3$ a linear homogeneous recurrence relation with constant coefficients? Back: It is non-homogeneous. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Why isn't $a_n = 2a_{n-1} + na_{n-2}$ a linear homogeneous recurrence relation with constant coefficients? Back: It has a nonconstant coefficient. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the most famous linear homoegeneous recurrence relation with constant coefficients? Back: The Fibonacci sequence's recurrence relation. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Why might we guess the solution to e.g. $a_n = a_{n-1} + 6a_{n-2}$ is geometric? Back: Every step of iteration multiplies a previous iteration by $6$. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic How is $a_n = a_{n-1} + 6a_{n-2}$ factored to yield its characteristic polynomial? Back: $r^{n-2}(r^2 - r - 6) = 0$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the characteristic *equation* of $a_n = a_{n-1} + 6a_{n-2}$? Back: $r^2 - r - 6 = 0$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the characteristic *polynomial* of $a_n = a_{n-1} + 6a_{n-2}$? Back: $r^2 - r - 6$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the characteristic *polynomial* of $a_n + \alpha a_{n-1} + \beta a_{n-2} = 0$? Back: $r^2 + \alpha r + \beta$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the characteristic *equation* of $a_n + \alpha a_{n-1} + \beta a_{n-2} = 0$? Back: $r^2 + \alpha r + \beta = 0$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What is the characteristic *equation* of $a_n = \alpha a_{n-1} + \beta a_{n-2}$? Back: $r^2 - \alpha r - \beta = 0$ Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Given recurrence $a_n = \alpha a_{n-1} + \beta a_{n-2}$, what guess is used to derive the concept of a characteristic polynomial? Back: The guessing of a geometric solution, e.g. $r^n$. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic What distinguishes the characteristic polynomial from the characteristic equation of a recurrence relation? Back: The latter sets the characteristic polynomial equal to $0$. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Using the quadratic characteristic root technique, what distinguishes the form of the closed solution? Back: The number of distinct roots of the characteristic polynomial. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Suppose the characteristic polynomial of $a_n = \alpha a_{n-1} + \beta a_{n-2}$ has distinct roots $r_1$ and $r_2$. What is its solution? Back: $a_n = ar_1^n + br_2^n$ where $a$ and $b$ are determined by initial conditions. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic Suppose the characteristic polynomial of $a_n = \alpha a_{n-1} + \beta a_{n-2}$ has single root $r$. What is its solution? Back: $a_n = ar^n + bnr^n$ where $a$ and $b$ are determined by initial conditions. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic How many distinct roots does the characteristic polynomial of the following have? $$a_n = \alpha a_{n-1} + \beta a_{n-2} = ar^n + bnr^n$$ Back: One. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% %%ANKI Basic How many distinct roots does the characteristic polynomial of the following have? $$a_n = \alpha a_{n-1} + \beta a_{n-2} = ar_1^n + br_2^n$$ Back: Two. Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). Tags: algebra::polynomial END%% ## Bibliography * Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf). * Ronald L. Graham, Donald Ervin Knuth, and Oren Patashnik, *Concrete Mathematics: A Foundation for Computer Science*, 2nd ed (Reading, Mass: Addison-Wesley, 1994).