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Contents
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Week 1: |
Algebraic preliminaries : Semi-groups, monoids, groups , rings, structure of rings, ideals, fields. |
Week 2: |
Algebraic preliminaries : Vector spaces, modules and algebras.Linear independence,basis,subspaces and subspace operations, modular distributive rule,linear transformations and their representations. (HOMEWORK 1) |
Week 3: |
Vector spaces : Matrices, geometry induced by linear transformations, norms in vector spaces. Permutations, elementary operations and determinants, minors and cofactors, inverse transformations. |
Week 4: |
Vector spaces : Projections, insertion maps, factor spaces, invariant subspaces and induced maps, calculation of supremal and infimal invariant subspaces. (HOMEWORK 2) |
Week 5: |
Generalized eigenspaces and their calculations. Jordan form for real eigenvalues and its calculation. |
Week 6: |
Jordan form for complex eigenvalues and its calculation. (HOMEWORK 3) |
Week 7: |
Minimal polynomial, cyclic transformations and subspaces. Calculation of maximally cyclic subspaces and companion form. |
Week 8: |
Cyclic index, invariant factors and the Rational Canonical form and its relation to Jordan Form. Midterm Exam. |
Week 9: |
Linear functionals and dual spaces. Annihilators and the geometry of the dual spaces. Dual maps. |
Week 10: |
Inner product spaces,Bessel and Schwartz inequalities, representation of linear functionals,singular value decomposition, Hermitian operators, quadratic forms. (HOMEWORK 4) |
Week 11: |
Convex Analysis : Convex sets, convex and affine combinations, convex cones, dual cones. |
Week 12: |
Convex Analysis: Separation, Farkas Lemma. (HOMEWORK 5) |
Week 13: |
Convex analysis: Extreme points and directions. Linear Programming problem. Representation. Duality. |
Week 14: |
Factorization of matrices. LU-factorization. Cholesky factorization. Householder transformation and QR-factorization. (HOMEWORK 6) |
Week 15*: |
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Week 16*: |
Final Exam. |
Textbooks and materials: |
Advanced Linear Algebra, S. Roman Finite Dimensional Vector Spaces, P. Halmos |
Recommended readings: |
An In troduction To Linear Algebra, L. Mirsky Matrix Analysis, R.A. Horn ve C.R.Johnson Matrix Computations, G.H. Golub ve C.F. Van Loan. |
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* Between 15th and 16th weeks is there a free week for students to prepare for final exam.
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