What are the four required properties of a distance function in a metric space?
Conditions
- are arbitrary elements of the set .
- is the distance function of the metric space.
Reasoning, step by step
- Non-negativity: The distance between any two points is never negative.
- Identity of Indiscernibles: If the distance between two points is zero, the points are identical.
- Symmetry: The distance from to is the same as the distance from to .
- Triangle Inequality: The direct distance from to is less than or equal to the sum of distances via an intermediate point .
Example
The video lists them as: '1. ', '2. ', '3. ', and '4. '.
Common misconceptions
- Assuming that implies and are just close, not necessarily identical.
- Thinking the triangle inequality allows the direct path to be longer than the detour.
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