Support Vector Machines: Theory and Optimization

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Related lectures (33)

Introduction to Optimization Log in to Mediaspace to watch this video

Covers the basics of optimization, including historical perspectives, mathematical formulations, and practical applications in decision-making problems.

Introduction to Optimization and Operations Research Log in to Mediaspace to watch this video

Covers fundamental concepts of optimization and operations research, exploring real-world examples and key topics over a semester.

Weak and Strong Duality Log in to Mediaspace to watch this video

Covers weak and strong duality in optimization problems, focusing on Lagrange multipliers and KKT conditions.

Semi-Definite Programming Log in to Mediaspace to watch this video

Covers semi-definite programming and optimization over positive semidefinite cones.

Convexifying Nonconvex Problems: SVM and Dimensionality Reduction Log in to Mediaspace to watch this video

Explores convexifying nonconvex problems through SVM and dimensionality reduction techniques.

Optimization with Lagrange Multipliers Log in to Mediaspace to watch this video

Covers advanced optimization techniques using Lagrange multipliers to find extrema of functions subject to constraints.

Optimization: Constrained Volume Problems Log in to Mediaspace to watch this video

Explores constrained volume problems using Lagrange multipliers to find extrema under constraints in various examples.

Optimization Principles Log in to Mediaspace to watch this video

Covers optimization principles, including linear optimization, networks, and concrete research examples in transportation.

Linear Programming Duality Log in to Mediaspace to watch this video

Explores the concept of duality in linear programming and its practical implications in optimization.

Variational Problems: Convexity and Coercivity Log in to Mediaspace to watch this video

Explores variational problems, emphasizing convexity and coercivity conditions in functionals with integral side constraints.

Dijkstra's Algorithm and Shortest Path Log in to Mediaspace to watch this video

Covers Dijkstra's algorithm for shortest path problems and its application in ALL-TO-ONE and ALL-PAIRS algorithms.

Convex Optimization: Portfolio Optimization Log in to Mediaspace to watch this video

Covers Distributionally Robust Portfolio Optimization for maximizing expected utility with uncertain asset returns.

Untitled Log in to Mediaspace to watch this video

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