a type of function approximation where the target function is known

Methods

Description

Taylor Series vs Taylor Polynomial

is a representation of a function as an infinite sum of terms calculated from the values of its derivatives at a single point

Maclaurin Series vs Maclaurin Polynomial

is a special case of the Taylor Polynomial, that uses zero as our single point

Geometric Series
Geometric Progression

𝑎 [(1 - 𝑟𝑛) / (1 - 𝑟)] = 𝛴0≤𝑘≤𝑛-1[𝑎𝑟𝑘] # for 𝑟 ≠ 1
𝑎/(1-𝑟) = 𝛴0≤𝑖≤∞[𝑎𝑟𝑖] # for |𝑟| < 1

  • 1/(1-𝑟) = 𝛴0≤𝑖≤∞[𝑟𝑖] # for |𝑟| < 1
  • 𝑟/(1-𝑟)= 𝛴0≤𝑖≤∞[𝑟𝑖+1] # for |𝑟| < 1
  • 𝑟/(1-𝑟)2= 𝛴0≤𝑖≤∞[𝑖𝑟𝑖] # for |𝑟| < 1

Padé Approximants

  • is the “best” approximation of a function near a specific point by a rational function of a given order
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Fourier Analysis

  • Fourier Series - is a way of representing a periodic function as a (possibly infinite) sum of sine and cosine functions
  • Fourier Transform - is a way of representing a non-periodic function (satisfying some constraints) as a (possibly infinite) sum of sine and cosine functions
  • etc