Introduction to Advanced Algorithms Compsci 224 Lecture 15
Let's dive into the details surrounding Advanced Algorithms Compsci 224 Lecture 15. linear programming: standard form, vertices, bases, simplex.
Advanced Algorithms Compsci 224 Lecture 15 Comprehensive Overview
As the John L. Loeb Associate Professor of Engineering and Applied Sciences at the Harvard John A. Paulson School of ... Simplex wrap-up, strong duality, complementary slackness, ellipsoid, intro to interior point. Hashing: load balancing, k-wise independence, chaining, linear probing.
Power of random signs: ℓ2 norm estimation, subspace embeddings (regression), Johnson-Lindenstrauss, deterministic point ...
Summary & Highlights for Advanced Algorithms Compsci 224 Lecture 15
- Approximate matrix multiplication with Frobenius error via sampling / JL, matrix median trick, subspace embeddings.
- Logistics, course topics, word RAM, predecessor, van Emde Boas, y-fast tries. Please see Problem 1 of Assignment 1 at ...
- second order methods (Newton's method), path-following interior point wrap-up.
- Path-following interior point, first order methods (gradient descent).
- Learning from experts, multiplicative weights.
That wraps up our extensive overview of Advanced Algorithms Compsci 224 Lecture 15.
