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What are the four required properties of a distance function in a metric space?

The four required properties are: 1. Non-negativity (d(x,y)≥0d(x,y) \ge 0), 2. Identity of Indiscernibles (d(x,y)=0  ⟹  x=yd(x,y) = 0 \implies x = y), 3. Symmetry (d(x,y)=d(y,x)d(x,y) = d(y,x)), and 4. Triangle Inequality (d(x,z)≤d(x,y)+d(y,z)d(x,z) \le d(x,y) + d(y,z)).

Conditions

  • x,y,zx, y, z are arbitrary elements of the set AA.
  • dd is the distance function of the metric space.

Reasoning, step by step

  1. Non-negativity: The distance between any two points is never negative.
  2. Identity of Indiscernibles: If the distance between two points is zero, the points are identical.
  3. Symmetry: The distance from xx to yy is the same as the distance from yy to xx.
  4. Triangle Inequality: The direct distance from xx to zz is less than or equal to the sum of distances via an intermediate point yy.

Example

The video lists them as: '1. d(x,y)≥0d(x,y) \ge 0', '2. d(x,y)=0  ⟹  x=yd(x,y) = 0 \implies x = y', '3. d(x,y)=d(y,x)d(x,y) = d(y,x)', and '4. d(x,z)≤d(x,y)+d(y,z)d(x,z) \le d(x,y) + d(y,z)'.

Common misconceptions

  • Assuming that d(x,y)=0d(x,y) = 0 implies xx and yy are just close, not necessarily identical.
  • Thinking the triangle inequality allows the direct path to be longer than the detour.

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