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Multiplying a vector by a matrix applies one transformation.
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As seen in projective geometry , the perspective phenomenon is where an object appears to be smaller the further away it is from the point of view.
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Orthographic Projection A projection is a dimension-reducing operation.
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2D Translation A translation is an affine transformation, which is a linear transformation followed by some displacement. $$ \mathbf{v^\prime} = \mathbf{Mv} + \mathbf{b} $$ Even though we can’t express 2D translation using a 2x2 matrix, we can express such
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Euler angles describe the orientation of a rigid body with three numbers: yaw, pitch, and roll.
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2D Shearing In 2D, we can skew points towards the $x$-axis by making $x^\prime = x + sy$.
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Rotation transforms orient geometry in 2D and 3D space about an origin or axis without altering size or shape. 2D Rotation A 2D rotation depends on a single parameter, the angle $\theta$.
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Scaling Along the Cardinal Axes Intuitively, the basis vectors should be multiplied by a scalar.
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A transformation moves geometry: translation shifts it, rotation spins it, scale resizes it.
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The camera’s view transform applies the same machinery from the camera’s point of view; see The View Transform .
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Imaginary Numbers Invented to solve problems where an equation has no real roots, e.g., $x^2 + 16 = 0$.
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A cycle that contains every vertex of a graph $G$ is called a Hamiltonian cycle.
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A circuit $C$ in a graph $G$ is called an Eulerian circuit if $C$ contains every edge of $G$ (remember that a circuit is a closed trail, i.e., a walk in which no edge is traversed more than once and that begins and ends at the same vertex).
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Unweighted graph We call a shortest path from vertex $u$ to vertex $v$ a path of length $k$, where the path consists of vertices $p = (x_1, x_2, \ldots, x_k)$ such that $x_1 = u$, $x_k = v$, and $k$ is minimum.
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A graph $G$ is called acyclic if it has no cycles.
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A connected subgraph of $G$ that is not a proper subgraph of any other connected subgraph of $G$ is a component of $G$; i.e., there’s a $u-v$ path in the mentioned subgraph.
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If a connected graph $G$ of order $n$ has no cycles, then, of course, $G$ is a tree.
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All the facts/properties below are considered for an undirected, connected graph $G$.
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Undirected graph In the following undirected graph $G$, the edges $v_2v_3$ and $v_3v_4$ are bridges.
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Let $G$ be a digraph.
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Breadth First Search (BFS) Given a graph $G$ and a distinguished source vertex $s$, BFS explores the edges of $G$ to discover the vertices adjacent to $s$.
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A graph is a pair $G = (V, E)$.
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The fundamental theorem of arithmetic states that every positive integer can be written uniquely as a product of primes example: $$ 65340 = 2^2 \cdot 3^3 \cdot 5 \cdot 11^2 $$ Trial division Trial division is the simplest algorithm for factoring an intege…
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The divisor function represented as $d(n)$ counts the number of divisors of an integer.
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A prime number is a natural number greater than $1$ which has no positive divisors other than $1$ and itself Naive test Let $n$ be the number we want to check for primality.
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Let $n!
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Given two numbers $n$ and $k$ find the greatest power of $k$ that divides $n!
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Let $a$, $b$, and $x$ be positive real numbers such that $$ a^x = b $$ We want to find the value of $x$.
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Let $p_1, p_2, \ldots, p_n$ be distinct numbers relatively prime.
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Congruence relation For a positive integer $n$, two integers $a$ and $b$ are said to be congruent modulo $n$ if the remainders of $a / n$ and $b / n$ are the same.
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Bezout’s identity For non-zero integers $a$ and $b$, let $d$ be the greatest common divisor $d = gcd(a, b)$.
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Euclid’s Algorithm for finding the Greatest Common Divisor of two or more integers is based on the following observations: if $x = y$ then $$ gcd(x, y) = gcd(x, x) = x $$ if $x > y$ then $$ gcd(x, y) = gcd(x - y, y) $$ Proof: suppose that $d$ is a divisor…
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Definition This algorithm finds prime numbers up to a number $n$.
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Algorithm description Finding $a^n$ involves performing $n$ multiplications of $a$.
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Examples $$ \begin{align*} \phi(1) &= 1 \quad (1) \\ \phi(2) &= 1 \quad (1) \\ \phi(3) &= 2 \quad (1, 2) \\ \phi(4) &= 2 \quad (1, 3) \\ \phi(5) &= 4 \quad (1, 2, 3, 4) \\ \phi(6) &= 2 \quad (1, 5) \end{align*} $$ Properties The following three properties…
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There are simple functions for which we cannot find antiderivatives in terms of the functions we know.
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We’re asked to find the derivative of the following function with respect to $x$: $$ \begin{equation}\label{definition-function} y = 3x^2 \end{equation} $$ Performing the differentiation process: $$ \begin{align*} y' &= \lim_{\Delta{x} \to 0} \frac{f(x +…
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Physical Interpretation of the Derivative The primary concept of calculus deals with the rate of change of one variable with respect to another.
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Why?
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This note is the implementation reference for building UI on this site.