# Tagged Questions

Referring to methods that produce good "approximate" solutions, particularly for np-hard, np-complete, or combinatorial optimization problems.

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### GSA Search Algorithm in C++

Is there any version of GSA (Gravitational Search Algorithm)[1] implemented with C++ or even C#? What I found was implemented using MATLAB which is not good for me. [1] Rashedi, Esmat, Hossein ...
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### Finding optimal point distance to get desired number of random points in an area

I have a random point generator which takes a distance $d$ and fills an area with points such that distance between any two points is no less that $d$: I need to control the number of points in the ...
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### Striking examples of success of local search algorithms

In N queens problem https://en.wikipedia.org/wiki/Eight_queens_puzzle, trying to find solution by backtracking encounters difficulties quite fast (even for SWI-Prolog, http://swish.swi-prolog.org/...
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### Comparing computational complexity of convex optimization and a heuristic algorithm

I am working on a resource allocation problem, which is convex and has several constraints, and I want to compare the computational complexity of the following algorithms. 1) The algorithm that uses ...
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### Statistical analysis of optimization algorithms

If we optimize some parameter using 4 optimization algorithms, 2 of which are population based (say A and B) and 2 trajectory methods (single point search)(say C and D); what statistical test can be ...
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### Sort of problems where SOR is faster than Gauss-Seidel?

Is there any simple rule of thumb to say if it is worth to do SOR instead of Gauss-Seidel? ( and possible way how to estimate realxation parameter $\omega$) I mean just by looking on the matrix, or ...
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### Find closest Point based on orientation and Euclidean distance

I have a set of points P1(x1,y1), P2(x2,y2), P3(x3,y3), P4(x4,y4), P5(x5,y5) in the Cartesian plane. I am trying to find the closest point to P1 based on the ...
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### Extension of research on optimisation to a relatively complex level [closed]

I'm doing research for academic credential on the use of metaheuristic optimisation of building envelopes/enclosures, focusing on the aspect of its thermal performance. The subject was handled with ...
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### What strategies one can use to keep maximum number of non attacking pieces on an $n \times n$ chess board? [closed]

What are the strategies one can use to keep maximum number of non attacking pieces (all pieces other than pawn) on an $n\times n$ board? It is like an $n$-queen problem but here instead of only queen ...
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### Expectation-Maximization and local maxima

The E-M algorithm does not guarantee convergence to global maxima. Following Applet shows this nicely: http://www.cs.cmu.edu/~alad/em/ Is it possible to generate data set, that guarantees reaching ...
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### How to prove that my problem is np-hard

For an assignment i need to program an application to schedule conversations. Something similar to speeddating or Pta meeting. The problem is that i know that this is hard to solve, but i dont know if ...
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### Generate Candidate solution/ generate neighbouring solution

I am a beginner with meta-heuristic algorithms. A problem I have encountered while programming is the step: Generate a candidate solution. I have studied many papers, but none of them give me a hint ...