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It implements a number of genetic, fuzzy logic and machine learning algorithms with several architectures of artificial neural networks with corresponding training algorithms. LGPLv3 and partly GPLv3. ALGLIB is an open source numerical analysis library with C# version. Dual licensed: GPLv2+, commercial license.
General purpose library, specialized in nonlinear optimization. Handles mixed-integer problems (MINLP) and mathematical programs with equilibrium constraints . Specialized algorithms for nonlinear least squares problems. CPLEX: C, C++, Java, C#, Python, R 20.1 / Dec 2020 Yes Yes Commercial, academic, trial
The SciPy scientific library, for instance, uses HiGHS as its LP solver [13] from release 1.6.0 [14] and the HiGHS MIP solver for discrete optimization from release 1.9.0. [15] As well as offering an interface to HiGHS, the JuMP modelling language for Julia [ 16 ] also describes the specific use of HiGHS in its user documentation. [ 17 ]
Knitro offers four different optimization algorithms for solving optimization problems. [1] Two algorithms are of the interior point type, and two are of the active set type. . These algorithms are known to have fundamentally different characteristics; for example, interior point methods follow a path through the interior of the feasible region while active set methods tend to stay at the boundari
[6] 22.1.0 March, 2022 Python 3.9 and 3.10 support added, new solver parameters added. [7] 20.1 December, 2020 MIP performance improvements, new 'emphasis MIP 5' mode, etc. [8] 12.10 December, 2019 MIP performance improvements and the addition of a generic branching callback to the other generic callbacks introduced in version 12.8. 12.9 March ...
Cassowary is an incremental constraint-solving toolkit that efficiently solves systems of linear equalities and inequalities. Constraints may be either requirements or preferences. Client code specifies the constraints to be maintained, and the solver updates the constrained variables to have values that satisfy the constraints.
The Numerical Algorithms Group: C, Fortran 1971 many components Non-free Proprietary General purpose numerical analysis library. NMath: CenterSpace Software: C# 2003 7.1 / 12.2019 Non-free Proprietary Math and statistical libraries for the .NET Framework: SciPy [9] [10] [11] Enthought: Python 2001 1.11.1 / 6.2023 Free BSD: Based on Python ...
In computer science and formal methods, a SAT solver is a computer program which aims to solve the Boolean satisfiability problem.On input a formula over Boolean variables, such as "(x or y) and (x or not y)", a SAT solver outputs whether the formula is satisfiable, meaning that there are possible values of x and y which make the formula true, or unsatisfiable, meaning that there are no such ...