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Learn Transcendental Functions | Functions and Their Properties
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Mathematics for Data Science with Python

bookTranscendental Functions

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Note
Definition

Transcendental functions are functions that cannot be expressed as a finite combination of algebraic operations (for example, addition, subtraction, multiplication, division, and roots).

Types and Behaviors

1. Exponential Function

Form:

f(x)=aβ‹…eb(xβˆ’c)+df(x) = a \cdot e^{b(x - c)} + d
  • aa: amplitude, scales the curve vertically;
  • bb: growth or decay rate, defines how quickly the function increases or decreases;
  • cc: horizontal shift, moves the curve left or right;
  • dd: vertical shift, moves the graph up or down.

Behavior:

  • Increases rapidly when b>0b > 0;
  • Decreases towards zero when b<0b < 0;
  • Always positive for all xx;
  • Passes through the point (c,a+d)(c, a + d);
  • Domain: (βˆ’βˆž,∞)(-\infty, \infty);
  • Range: (d,∞)(d, \infty) if a>0a > 0, or (βˆ’βˆž,d)(-\infty, d) if a<0a < 0.

Use case: modeling population growth, radioactive decay, and compound interest.

2. Logarithmic Function

Form:

f(x)=alog⁑b(xβˆ’c)+df(x) = a \log_b(x - c) + d
  • aa: amplitude, vertically stretches or compresses the curve;
  • bb: base, determines the growth or decay rate;
  • cc: horizontal shift, moves the graph left or right;
  • dd: vertical shift, moves the graph up or down.

Behavior:

  • Defined only for x>cx > c;
  • Increases slowly as xx grows;
  • Approaches negative infinity near x=cx = c;
  • Passes through the point (c+1,d)(c + 1, d);
  • Domain: (c,∞)(c, \infty);
  • Range: (βˆ’βˆž,∞)(-\infty, \infty).

Use case: measuring data with multiplicative change, such as pH, sound intensity, or earthquake magnitude.

3. Trigonometric Function

Form:

f(x)=aβ‹…trig(bxβˆ’c)+df(x) = a \cdot \text{trig}(b x - c) + d

where trig\text{trig} can be sin⁑\sin, cos⁑\cos, or tan⁑\tan.

  • aa: amplitude, controls the height of the wave;
  • bb: cycles, defines how many oscillations occur within a period;
  • cc: horizontal shift, moves the wave left or right;
  • dd: vertical shift, moves the graph up or down.

Behavior:

  • Sine and cosine: oscillate periodically between βˆ’a+d-a + d and a+da + d;
  • Tangent: repeats every Ο€\pi and has vertical asymptotes at x=Ο€2b+nΟ€/bx = \frac{\raisebox{1pt}{$\pi$}}{\raisebox{-1pt}{$2b$}} + n\pi/b;
  • All are periodic and continuous within their domains;
  • Domain and range:
    • sin⁑(x),cos⁑(x)\sin(x), \cos(x): domain (βˆ’βˆž,∞)(-\infty, \infty), range [dβˆ’a,d+a][d - a, d + a];
    • tan⁑(x)\tan(x): domain Rβˆ–{Ο€2b+nΟ€/b}\mathbb{R} \setminus \left\{ {\frac{\raisebox{1pt}{$\pi$}}{\raisebox{-1pt}{$2b$}} + n\pi/b} \right\}, range (βˆ’βˆž,∞)(-\infty, \infty).

Use case: modeling cycles and oscillations in signal processing, physics, and engineering.

question mark

Which of the following represents a logarithmic function?

Select the correct answer

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SectionΒ 1. ChapterΒ 8

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SectionΒ 1. ChapterΒ 8
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