Quadratic Optimization Problem

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  • amitsoni.1984@gmail.com

    #1

    Quadratic Optimization Problem

    Hi,

    I need to do a quadratic optimization problem in python where the
    constraints are quadratic and objective function is linear.

    What are the possible choices to do this.

    Thanks
    Amit

  • Stefan Behnel

    #2
    Re: Quadratic Optimization Problem

    amitsoni.1984@g mail.com wrote:
    I need to do a quadratic optimization problem in python where the
    constraints are quadratic and objective function is linear.
    >
    What are the possible choices to do this.
    Too bad these homework assignments get trickier every time, isn't it?

    Stefan

    Comment

    • Beliavsky

      #3
      Re: Quadratic Optimization Problem

      Stefan Behnel wrote:
      amitsoni.1984@g mail.com wrote:
      I need to do a quadratic optimization problem in python where the
      constraints are quadratic and objective function is linear.

      What are the possible choices to do this.
      >
      Too bad these homework assignments get trickier every time, isn't it?
      I think this sarcasm is unjustified. It is not obvious to me that this
      is a homework assignment.

      The problem where constraints are linear and the objective function is
      linear (quadratic) is known as linear (quadratic) programming, and
      there are specialized codes for these problems. I don't know of
      software in any language for the particular problem of a linear
      objective function with quadratic constraints, so I would use a general
      algorithm for nonlinearly constrained optimization. Maybe CVXOPT
      http://www.ee.ucla.edu/~vandenbe/cvxopt/ will work for the OP -- I have
      not tried it.

      The site http://www.solver.com/probconic.htm calls the problem "conic
      optimization".

      A good newsgroup to ask about optimization algorithms is
      sci.math.num-analysis.

      Comment

      • amitsoni.1984@gmail.com

        #4
        Re: Quadratic Optimization Problem

        thanks, I was actually looking for a package only in python to do this
        which can solve it directly. Since my problem is a nonlinear convex
        optimization problem, there are a number of algorithms to get it
        solved.
        I will try using CVXOPT package.

        Beliavsky wrote:
        Stefan Behnel wrote:
        amitsoni.1984@g mail.com wrote:
        I need to do a quadratic optimization problem in python where the
        constraints are quadratic and objective function is linear.
        >
        What are the possible choices to do this.
        Too bad these homework assignments get trickier every time, isn't it?
        >
        I think this sarcasm is unjustified. It is not obvious to me that this
        is a homework assignment.
        >
        The problem where constraints are linear and the objective function is
        linear (quadratic) is known as linear (quadratic) programming, and
        there are specialized codes for these problems. I don't know of
        software in any language for the particular problem of a linear
        objective function with quadratic constraints, so I would use a general
        algorithm for nonlinearly constrained optimization. Maybe CVXOPT
        http://www.ee.ucla.edu/~vandenbe/cvxopt/ will work for the OP -- I have
        not tried it.
        >
        The site http://www.solver.com/probconic.htm calls the problem "conic
        optimization".
        >
        A good newsgroup to ask about optimization algorithms is
        sci.math.num-analysis.

        Comment

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