SM279
Multivariable Calculus
1. Affine Geometry of ¨n
a. Lines - Parametric
b. Planes -
Parametric
c. Subspaces
Review
i. Linear Independence
ii. Spanning
iii. Bases
iv. Dimension
d. k-dimensional affine sets –
parametric
e. Dot Product
f. Implicit form for Affine
sets
i. Hyperplanes
ii. Review of Solutions of Equations
g. Convex Sets
h. Open Balls
i. Interior, Exterior and Boundary Points
j. Open and Closed Sets
2. Functions from ¨n
to¨m.
a. Curves in ¨n.
b. Surfaces in ¨n
c. Linear Functions
i. Review of Matrix Operations
d. ¨n
to ¨m functions
e. Partial Derivatives
f. Derivative Matrix
g. Directional Derivative
3. Chain Rule
a.
Chain Rule Theorem
b. Inverse Function
Theorem
c. Implicit Function Theorem
4. Generalized Inner Products
a. Change of Coordinates
i. Review Coordinates
b. Perpendicular Subspaces
i. Review Rank-Nullity
Theorem
c. Positive Definiteness
i.
Review Determinants
ii. Review Gram- Schmidt
Process
5. Unconstrained Optimization
a.
Second Derivative Test
6. Constrained Optimization
a. Second Derivative Test
7. Systems of Differential
Equations
b.
Review Eigenvalues/Eigenvectors