Prep 2011 workshop Linear Algebra: Difference between revisions
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Preliminary Topic List | 2011-06-23 | ||
!Preliminary Topic List | |||
* Vectors | * Vectors | ||
** Geometric objects - lines and planes | ** Geometric objects - lines and planes | ||
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** Reflections, rotations, dilations and projections | ** Reflections, rotations, dilations and projections | ||
** Inverse of a transformation | ** Inverse of a transformation | ||
** kernel, range, injection, surjection | |||
* Applications | * Applications | ||
** Adjacency matrix | ** Adjacency matrix | ||
Revision as of 18:21, 23 June 2011
2011-06-23 !Preliminary Topic List
- Vectors
- Geometric objects - lines and planes
- Dot product
- Projection
- Orthogonal decomposition
- Systems of equations and elimination
- Free variables
- Consistency of solutions
- Gaussian elimination
- Matrix operations and algebra
- Matrix arithmetic
- Matrix inverse
- Matrix equations
- Determinant
- Elementary Matrices
- LU
- Vector Space Preliminaries
- Definition of a vector space
- Euclidean vector spaces
- linear combinations and span
- linear independence
- basis and orthogonal basis
- coordinate vectors and change of basis
- row space, column space, and null space
- dimension
- geometric examples
- Linear transformations
- Matrix of a linear transformation
- Reflections, rotations, dilations and projections
- Inverse of a transformation
- kernel, range, injection, surjection
- Applications
- Adjacency matrix
- Least squares
- Curve/surface fitting
- Mixture problems
- Simplex method
- Graph theory
- Eigenvalues and eigenvectors
- Inner product spaces and abstract vector spaces