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Lecture Notes

Algebra and Computation

15 years 3 months ago
Algebra and Computation
These are the lecture notes by Madhu Sudan on the course Algebra and Computation, offered in MIT in 1999.
Madhu Sudan
Added 26 Jan 2009
Updated 26 Jan 2009
Year 1999
Authors Madhu Sudan
 The Table of Contents
 Lecture 1: Overview; Preliminaries.
Lecture 2: Polynomials; The factorization and GCD problems.
Lecture 3: Polynomials and error-correcting codes. The Euclidean algorithm for GCD. Applications. Resultant.
Lecture 4: Properties of the resultant. Applications. Towards factorization of polynomials: Finding square roots modulo a prime.
Lecture 5: Factorization of univariate polynomials over finite fields.
Lecture 6: Berlekamp's deterministic algorithm for factoring univariate polynomials. Existence, density and properties of irreducible polynomials.
Lecture 7: Factoring bivariate polynomials. Hensel's lifting.
Lecture 8: Factoring bivariate polynomials (contd.). Digression: Applications to error-correction algorithms.
Lecture 9: Irreducibility testing; Black-box factoring of multivariate polynomials.
Lecture 10: Factoring polynomials over the rationals; Reduction to basis reduction.
Lecture 11: LLL's Basis reduction algorithm.
Lecture 12: (2nd Phase of course) Ideals and Varieties. Division in Ideals; Groebner bases.
Lecture 13: Construction and uniqueness of Groebner bases. Solution to the Ideal Membership problem.
Lecture 14: Upper bound on the degrees for ideal generation. Complexity lower bound.
Lecture 15: Varieties. Emptiness of a variety. Elimination. Hilbert's Nullstellensatz.
Lecture 16: Strong form of Hilbert's Nullstellensatz. Quantifier Elimination.
Lecture 17: Quantifier elimination (contd.); Bezout's Thm.
Lecture 18: Bezout's Thm. and some applications.
Lecture 19: Algebraic models of computation; Ben-Or Cleve result.
Lecture 20: Blum-Shub-Smale model of computation (contd.) Undecidability of Mandelbrot Set.
Lecture 21: Algebaic settings for the P=NP question
Lecture 22: An Arthur-Merlin proof for the Hilbert's Nullstellensatz.
Lecture 23: Non-uniform lower bounds; Linear independence; algebraic independence; Strassen's degree bound.
Lecture 24: Ben-Or's lower bounds based on no. of connected components; Survey of other methods: Volume; Euler characteristic and Betti numbers.
Lecture 25: Mulmuley's Algebraic PRAM without bit operations. Lower bounds for LP and Max Flow.
Lecture 26: Summary. What we didn't cover ..
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