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Universities » Virginia Tech (VT) » CS - Computer Science » 2606 - Data Structs & OO Develop.. » Videos
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Videos 1 - 20 of 458
123...23
 
1:09:20
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(Generalized) Linear-Fractional Program
(Generalized) Linear-Fractional Program, Quadratic Program (QP), Quadratically Constrained Quadratic Program (QCQP), Second-Order Cone Programming, Robust Linear Programming, Geometric Programming, Ex..
Author: Stephen Boyd Views: 124
 
1:20:33
+2
Introduction to Convex Optimization I
Introduction, Examples, Solving Optimization Problems, Least-Squares, Linear Programming, Convex Optimizations, How To Solve?, Course Goals
Author: Stephen Boyd Views: 13
 
45:07
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Developing a Simple Program
Author: Paul Hilfinger Views: 36
 
1:16:30
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Guest Lecturer: Jacob Mattingley
Guest Lecturer: Jacob Mattingley, Logistics, Agenda, Convex Set, Convex Cone, Polyhedra, Positive Semidefinite Cone, Operations That Preserve Convexity, Intersection, Affine Function, Generalized Ineq..
Author: Stephen Boyd Views: 5
 
1:13:59
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Statistical Estimation
Statistical Estimation, Maximum Likelihood Estimation, Examples, Logistic Regression, (Binary) Hypothesis Testing, Scalarization, Experiment Design, D-Optimal Design
Author: Stephen Boyd Views: 6
 
49:05
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Algorithmic Analysis I
Author: Paul Hilfinger Views: 4
 
1:14:28
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Augmenting Data Structures
Author: Charles E. Leiserson Views: 6
 
1:17:14
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Logistics
Logistics, Convex Functions, Examples, Restriction Of A Convex Function To A Line, First-Order Condition, Examples (FOC And SOC), Epigraph And Sublevel Set, Jensen's Inequality, Operations That Preser..
Author: Stephen Boyd Views: 3
 
1:13:38
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Vector Composition
Vector Composition, Perspective, The Conjugate Function, Quasiconvex Functions, Examples, Properties (Of Quasiconvex Functions), Log-Concave And Log-Convex Functions, Properties (Of Log-Concave And Lo..
Author: Stephen Boyd Views: 6
 
1:16:10
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Optimal And Locally Optimal Points
Optimal And Locally Optimal Points, Feasibility Problem, Convex Optimization Problem, Local And Global Optima, Optimality Criterion For Differentiable F0, Equivalent Convex Problems, Quasiconvex Optim..
Author: Stephen Boyd Views: 4
 
1:14:38
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Generalized Inequality Constraints
Generalized Inequality Constraints, Semidefinite Program (SDP), LP And SOCP As SDP, Eigenvalue Minimization, Matrix Norm Minimization, Vector Optimization, Optimal And Pareto Optimal Points, Multicrit..
Author: Stephen Boyd Views: 1
 
1:16:30
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Lagrangian
Lagrangian, Lagrange Dual Function, Least-Norm Solution Of Linear Equations, Standard Form LP, Two-Way Partitioning, Dual Problem, Weak And Strong Duality, Slater's Constraint Qualification, Inequalit..
Author: Stephen Boyd Views: 2
 
1:16:35
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Complementary Slackness
Complementary Slackness, Karush-Kuhn-Tucker (KKT) Conditions, KKT Conditions For Convex Problem, Perturbation And Sensitivity Analysis, Global Sensitivity Result, Local Sensitivity, Duality And Proble..
Author: Stephen Boyd Views: 2
 
1:17:55
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Applications Section of Course
Applications Section Of The Course, Norm Approximation, Penalty Function Approximation, Least-Norm Problems, Regularized Approximation, Scalarized Problem, Signal Reconstruction, Robust Approximation,..
Author: Stephen Boyd Views: 1
 
1:19:25
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Continue On Experiment Design
Continue On Experiment Design, Geometric Problems, Minimum Volume Ellipsoid Around A Set, Maximum Volume Inscribed Ellipsoid, Efficiency Of Ellipsoidal Approximations, Centering, Analytic Center Of A ..
Author: Stephen Boyd Views: 0
 
1:15:17
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Linear Discrimination (Cont.)
Linear Discrimination (Cont.), Robust Linear Discrimination, Approximate Linear Separation Of Non-Separable Sets, Support Vector Classifier, Nonlinear Discrimination, Placement And Facility Location, ..
Author: Stephen Boyd Views: 0
 
1:15:02
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LU Factorization (Cont.)
LU Factorization (Cont.), Sparse LU Factorization, Cholesky Factorization, Sparse Cholesky Factorization, LDLT Factorization, Equations With Structured Sub-Blocks, Dominant Terms In Flop Count, Struct..
Author: Stephen Boyd Views: 2
 
1:16:45
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Algorithm Section Of The Course
Algorithm Section Of The Course, Unconstrained Minimization, Initial Point And Sublevel Set, Strong Convexity And Implications, Descent Methods, Gradient Descent Method, Steepest Descent Method, Newto..
Author: Stephen Boyd Views: 2
 
1:13:59
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Continue On Unconstrained Minimization
Continue On Unconstrained Minimization, Self-Concordance, Convergence Analysis For Self-Concordant Functions, Implementation, Example Of Dense Newton System With Structure, Equality Constrained Minimi..
Author: Stephen Boyd Views: 2
 
1:19:25
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Newton's Method (Cont.)
Newton's Method (Cont.), Newton Step At Infeasible Points, Solving KKT Systems, Equality Constrained Analytic Centering, Complexity Per Iteration Of Three Methods Is Identical, Network Flow Optimizati..
Author: Stephen Boyd Views: 3
Videos 1 - 20 of 458
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