Linear-Algebra-Done-Right · Unit 28 · Video 1 · Interactive Practice
| Formula | Name | What it says |
|---|---|---|
| is linear | -linear form, | Linear in each slot, the others held fixed |
| Alternating, | Zero on a repeated input | |
| dependent | Dependent lists give zero | Linear dependence lemma + one slot expanded |
| Too many slots | Every list of length is dependent |
Key Insight: linear in each slot is not linear on : , one factor of per slot.
If , linearity in slot leaves only terms with a repeated input.
In a space of dimension , any three vectors are dependent, so every alternating -linear form is .
Problem 1 · Doubling Every Input
Given: and vectors with . Find .
Linearity in slot (the other slots held fixed) gives . Repeating in slots , and :
So a nonzero -linear form is not a linear map on : a linear map would only double.
Problem 2 · Which One Is Bilinear?
Given: four functions , with and . Which one is a -linear form on ?
A -linear form must be linear in for each fixed , and linear in for each fixed . A linear map sends to and scales by when its input is scaled by .
So only is in .
Problem 3 · Expand the Last Slot
Given: and with . Find .
Linearity in slot :
has in slots and , and has in slots and , so both are because is alternating. Hence the value is .
Problem 4 · Reading a Nonzero Value
Given: and with . Which conclusion must hold?
If were linearly dependent, the theorem of this video would give . The value is not , so is linearly independent.
That forces (an independent list is no longer than a spanning list), but not , so the list need not span . And .
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