Status: Tags: #cards/math232/unit3 #cards/math232/unit4 Links: Vector Line Equations
Linear Mapping
Principles
? Ø = some transformation $R^n$ → $R^n$
- Ø(kx) = kØ(x)
- linear with respect to scalar product
- Ø(x+y) = Ø(x) + Ø(y)
- linear wrt vector addition
Linear operators ?
- Linear mappings but dimensions stay the same
Checking if a vector is in a range of a linear mapping ?
- Create liner system with x components = y components
- RREF
- In range if consistent, RHS is the x vector such that L(x) = y
Types
Zero mapping as a linear operator ?
- Z(v) = 0w for all v in V
Identity mapping as a linear operator ?
- Maps to itself
Nullsp
Checking
Check if you can turn Ø(tx+sy) = tØ(x) + sØ(y)
- Apply t, s, etc to the preimage, then substitute those expanded components into the image
- Need to find form tL($\vec{x}$) + sL($\vec{y}$)
Rules
- For any linear mapping, Ø, Ø(0 vector) = 0
- since k=0 would set everything to 0
- No constant terms/homogeneous
- No exponents
- Mapping is linear iff it is a matrix mapping
Examples
Determine if the following mappings are linear and express them as a matrix mapping
?
- Ø(tx+sy) => tØ(x) + sØ(y) where t and s are just generic scalars
- work towards that general solution
- first step is scalar multiplication
- next is vector addition, end up with the different components
- apply the transformation onto the respective components
- expand
- gcf t and s, factor out the equation and you’re left with the LHS
- L(s(x) + t(y)) = sL(x) + tL(y)
- Distribute s and t, combine into one matrix
- Plug into image
- GCF s, end up with the image ?
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References:
Created:: 2022-01-28 21:06