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3
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Quadratic Programming: Quadprog

Given a real-rectangular matrix $S$ and inorder to solve this simple quadratic programming problem: Minimize $w'S'Sw = ||S w||^2$ over $w$ subject to $e^Tw = 1$ and $w \geq 0$ using a solver I ...
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0answers
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Cplex C++ Interface: Repeated calls of setQuadCoef are slow. Is there an alternative?

I noticed that repeated calls of the member function setQuadCoef of the class IloObjective can be prohibitively slow. The Cplex ...
3
votes
1answer
32 views

Solver for a MIQP with an indefinite coefficient matrix

Do CPLEX or Gurobi handle MIQPs with indefinite coefficient matrices? The problem I am dealing with has quadratic terms in which one variable is binary and the other variable is continuous. The ...
4
votes
1answer
316 views

Why does MATLAB's quadprog outperform MOSEK for my problem?

For a problem I am trying to solve it appears MOSEK's Quadratic Program solver is 100 times slower than MATLAB's Interior Point solver. Has anyone encountered this behavior in the past, or maybe ...
2
votes
2answers
212 views

Quadratic program With Linear Constraint vs. Eigen Decomposition Time Complexity-Comparison. Which is faster?

Say I had the choice of choosing one out of the following two optimization problems which I could use to solve my problem. Which choice is the fastest? How much of a trade-off would it be-as in - Is ...
5
votes
2answers
103 views

What is a suitable algorithm for solving a large mixed-integer quadratic program?

I am interested in the solutions of a very large quadratic programming (QP) problem \begin{align} \min_{x \in \mathbb{R}^n} & x^T Q x\\ \mathrm{subject\ to} & A x = b\\ & x \in \{0,1\}^n ...
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votes
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290 views

Calculating Lagrange coefficients for SVM in Python

I'm trying to write a full SVM implementation in Python and I have a few issues computing the Lagrange coefficients. First let me rephrase what I understand from the algorithm to make sure I'm on the ...