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Why does the video use h∗vh*v instead of just v when defining the directional derivative?

The video uses h∗vh*v because the directional derivative is defined as an infinitesimal rate of change. Using the full vector v would represent a finite step, whereas scaling it by a small scalar h and taking the limit as h approaches 0 captures the instantaneous slope in that direction.

Conditions

  • The function is differentiable at the point.
  • The direction is specified by a vector v.
  • h is a scalar approaching 0.

Reasoning, step by step

  1. Identify the direction vector v.
  2. Scale v by a small scalar h to create an infinitesimal step h∗vh*v.
  3. Take the limit as h approaches 0.
  4. Calculate the ratio of the output change to the input displacement h.

Example

For v=[−1,2]v=[-1,2], the actual step considered is [-h, 2h] where h is very small, not the full vector [-1,2].

Common misconceptions

  • Confusing the direction vector with the actual infinitesimal displacement.
  • Thinking that the directional derivative means literally moving by the full vector v.

Watch the explanation

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Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.