'Dual variables' presentation slideshows

Algorithmic Game Theory and Internet Computing

1.21k views • 106 slides

Computational Methods for Management and Economics Carla Gomes

1.11k views • 69 slides

Modeling Convex Optimization Problems

Modeling Convex Optimization Problems. CVX and CVXOPT Vishal Gupta Jan 31, 2013. Outline. CVX Basics What is CVX? Convexity and DCP Convexity Advanced CVX Dual variables SDPs, GPs and MICPs Solver settings CVXPY and CVX_OPT CVXPY (brief) Modeling language vs. solver

1.32k views • 69 slides

Optimization Models for Heterogeneous Protocols

Optimization Models for Heterogeneous Protocols. Steven Low CS, EE netlab. CALTECH .edu with J. Doyle, S. Hegde, L. Li, A. Tang, J. Wang, Clatech M. Chiang, Princeton. Outline. Application. TCP/AQM IP. Link. Internet protocols Horizontal decomposition TCP-AQM Some implications

753 views • 58 slides

EE/Econ 458 LPOPF

EE/Econ 458 LPOPF. J. McCalley. The linear program optimal power flow is functionally equivalent to the SCED (but not to the SC-SCED). The main difference is that LPOPF uses DC power flow equations whereas SCED uses linear sensitivities (generation shift factors).

603 views • 45 slides

EE 553 LPOPF

EE 553 LPOPF. J. McCalley.

662 views • 45 slides

EE 553 LPOPF

EE 553 LPOPF. J. McCalley.

471 views • 45 slides

System Planning 2013

639 views • 41 slides

LINEAR PROGRAMMING

LINEAR PROGRAMMING.

473 views • 39 slides

A Constant Factor Approximation Algorithm for the Multicommodity Rent-or-Buy Problem

A Constant Factor Approximation Algorithm for the Multicommodity Rent-or-Buy Problem. Bell Labs CMU Cornell. Amit Kumar Anupam Gupta Tim Roughgarden. joint work with. The Rent-or-Buy Problem. t. t. 1. 2. s. s. 1. 2. Given source-sink pairs in a network.

509 views • 38 slides

Why Sensitivity Analysis

Why Sensitivity Analysis. So far: find an optimium solution given certain constant parameters (costs, demand, etc) How well do we know these parameters? Usually not very accurately - rough estimates Do our results remain valid? If the parameters change ...

556 views • 33 slides

Algorithms for solving two-player normal form games

Algorithms for solving two-player normal form games. Tuomas Sandholm Carnegie Mellon University Computer Science Department. Recall: Nash equilibrium. Let A and B be | M | x | N | matrices. Mixed strategies: Probability distributions over M and N

581 views • 33 slides

A Hybrid Column Generation Approach for the Berth Allocation Problem

573 views • 31 slides

CS 59000 Statistical Machine learning Lecture 16

CS 59000 Statistical Machine learning Lecture 16. Yuan (Alan) Qi Purdue CS Oct. 23 2008. Outline . Information about paper presentation and course projects Review of Gaussian processe regression Learning hyperparameters Automatic Relevance Determination GP for classification

304 views • 29 slides

4.4 Geometry and solution of Lagrangean duals

331 views • 21 slides

Decomposable Optimisation Methods

Decomposable Optimisation Methods. LCA Reading Group, 12/04/2011 Dan-Cristian Tomozei. Convexity. Convex function Unique minimum over convex domain. Roadmap. (Sub)Gradient Method Convex Optimisation crash course NUM Basic Decomposition Methods Implicit Signalling. Roadmap.

226 views • 21 slides

Sensitivity Analysis

Sensitivity Analysis. Basic theory Understanding optimum solution Sensitivity analysis. Summer 2013. Introduction to Sensitivity Analysis.

1.02k views • 20 slides

An Applications Oriented Guide to Lagrangian Relaxation

An Applications Oriented Guide to Lagrangian Relaxation. Author: Marshall L. Fisher Source: Interfaces 15:2 (1985) Presenter: Lillian Tseng. Outline. Introduction An Example: Maximization Dualizing Constraint Determining u Adjusting Multiplier

365 views • 20 slides

Solving Linear Programming Problems

Solving Linear Programming Problems. The Primal-Dual Relationship Shubhagata Roy.

244 views • 6 slides