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kpeter (Peter Kovacs)
kpeter@inf.elte.hu
Add citations to the min mean cycle classes (#179, #184)
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/**
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@defgroup min_mean_cycle Minimum Mean Cycle Algorithms
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@ingroup algs
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\brief Algorithms for finding minimum mean cycles.
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This group contains the algorithms for finding minimum mean cycles.
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This group contains the algorithms for finding minimum mean cycles
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\ref clrs01algorithms, \ref amo93networkflows.
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The \e minimum \e mean \e cycle \e problem is to find a directed cycle
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of minimum mean length (cost) in a digraph.
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The mean length of a cycle is the average length of its arcs, i.e. the
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ratio between the total length of the cycle and the number of arcs on it.
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length. For an arbitrary length function, the negative of the minimum
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cycle mean is the smallest \f$\epsilon\f$ value so that increasing the
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arc lengths uniformly by \f$\epsilon\f$ results in a conservative length
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function.
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LEMON contains three algorithms for solving the minimum mean cycle problem:
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- \ref Karp "Karp"'s original algorithm.
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- \ref Karp "Karp"'s original algorithm \ref amo93networkflows,
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  \ref dasdan98minmeancycle.
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- \ref HartmannOrlin "Hartmann-Orlin"'s algorithm, which is an improved
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  version of Karp's algorithm.
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- \ref Howard "Howard"'s policy iteration algorithm.
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  version of Karp's algorithm \ref dasdan98minmeancycle.
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- \ref Howard "Howard"'s policy iteration algorithm
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  \ref dasdan98minmeancycle.
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In practice, the Howard algorithm proved to be by far the most efficient
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one, though the best known theoretical bound on its running time is
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exponential.
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Both Karp and HartmannOrlin algorithms run in time O(ne) and use space
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O(n<sup>2</sup>+e), but the latter one is typically faster due to the
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  /// @{
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  /// \brief Implementation of the Hartmann-Orlin algorithm for finding
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  /// a minimum mean cycle.
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  ///
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  /// This class implements the Hartmann-Orlin algorithm for finding
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  /// a directed cycle of minimum mean length (cost) in a digraph.
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  /// a directed cycle of minimum mean length (cost) in a digraph
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  /// \ref amo93networkflows, \ref dasdan98minmeancycle.
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  /// It is an improved version of \ref Karp "Karp"'s original algorithm,
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  /// it applies an efficient early termination scheme.
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  /// It runs in time O(ne) and uses space O(n<sup>2</sup>+e).
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  ///
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  /// \tparam GR The type of the digraph the algorithm runs on.
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  /// \tparam LEN The type of the length map. The default
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  /// @{
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  /// \brief Implementation of Howard's algorithm for finding a minimum
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  /// mean cycle.
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  ///
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  /// This class implements Howard's policy iteration algorithm for finding
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  /// a directed cycle of minimum mean length (cost) in a digraph.
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  /// a directed cycle of minimum mean length (cost) in a digraph
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  /// \ref amo93networkflows, \ref dasdan98minmeancycle.
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  /// This class provides the most efficient algorithm for the
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  /// minimum mean cycle problem, though the best known theoretical
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  /// bound on its running time is exponential.
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  ///
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  /// \tparam GR The type of the digraph the algorithm runs on.
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  /// \tparam LEN The type of the length map. The default
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  /// @{
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  /// \brief Implementation of Karp's algorithm for finding a minimum
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  /// mean cycle.
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  ///
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  /// This class implements Karp's algorithm for finding a directed
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  /// cycle of minimum mean length (cost) in a digraph.
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  /// cycle of minimum mean length (cost) in a digraph
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  /// \ref amo93networkflows, \ref dasdan98minmeancycle.
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  /// It runs in time O(ne) and uses space O(n<sup>2</sup>+e).
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  ///
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  /// \tparam GR The type of the digraph the algorithm runs on.
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  /// \tparam LEN The type of the length map. The default
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  /// map type is \ref concepts::Digraph::ArcMap "GR::ArcMap<int>".
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#ifdef DOXYGEN
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