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comparison_unweighted_v3.8_runtime_nist_higher.txt
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comparison_unweighted_v3.8_runtime_nist_higher.txt
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.. _Minimizers_unweighted_comparison_in_terms_of_runtime_nist_higher:
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
| |BFGS |Conjugate gradient (Fletcher-Reeves imp.) |Conjugate gradient (Polak-Ribiere imp.) |Damping |Levenberg-Marquardt |Levenberg-MarquardtMD |Simplex |SteepestDescent |Trust Region |
+============================================================================+========================================================================+========================================================================+========================================================================+========================================================================+========================================================================+========================================================================+========================================================================+========================================================================+========================================================================+
|`MGH09 1 <http://www.itl.nist.gov/div898/strd/nls/data/mgh09.shtml>`__ | :ranking-low-5:`3.377` | :ranking-top-1:`1.047` | :ranking-top-1:`1` | :ranking-med-3:`1.462` | :ranking-top-2:`1.306` | :ranking-low-4:`1.93` | :ranking-top-2:`1.15` | :ranking-med-3:`1.363` | :ranking-med-3:`1.553` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`MGH09 2 <http://www.itl.nist.gov/div898/strd/nls/data/mgh09.shtml>`__ | :ranking-top-1:`1` | :ranking-top-1:`1.083` | :ranking-top-1:`1.019` | :ranking-med-3:`1.553` | :ranking-top-1:`1.035` | :ranking-top-2:`1.228` | :ranking-low-4:`1.885` | :ranking-low-4:`2.875` | :ranking-top-2:`1.239` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Thurber 1 <http://www.itl.nist.gov/div898/strd/nls/data/thurber.shtml>`__ | :ranking-low-4:`2.309` | :ranking-low-5:`4.403` | :ranking-low-5:`16.13` | :ranking-top-2:`1.172` | :ranking-top-1:`1.004` | :ranking-top-1:`1` | :ranking-top-1:`1.045` | :ranking-low-5:`7.911` | :ranking-low-4:`1.906` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Thurber 2 <http://www.itl.nist.gov/div898/strd/nls/data/thurber.shtml>`__ | :ranking-top-1:`1.048` | :ranking-low-5:`10.52` | :ranking-low-5:`17.23` | :ranking-top-2:`1.324` | :ranking-top-1:`1` | :ranking-top-1:`1.058` | :ranking-low-5:`3.317` | :ranking-low-5:`9.513` | :ranking-low-4:`1.764` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`BoxBOD 1 <http://www.itl.nist.gov/div898/strd/nls/data/boxbod.shtml>`__ | :ranking-low-4:`2.701` | :ranking-top-2:`1.186` | :ranking-top-1:`1` | :ranking-top-2:`1.226` | :ranking-top-1:`1.046` | :ranking-top-2:`1.199` | :ranking-top-1:`1.066` | :ranking-low-4:`2.931` | :ranking-med-3:`1.4` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`BoxBOD 2 <http://www.itl.nist.gov/div898/strd/nls/data/boxbod.shtml>`__ | :ranking-top-2:`1.227` | :ranking-top-2:`1.158` | :ranking-top-2:`1.143` | :ranking-top-1:`1.095` | :ranking-top-1:`1` | :ranking-top-1:`1.1` | :ranking-low-4:`2.75` | :ranking-low-5:`3.453` | :ranking-low-5:`5.641` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Rat42 1 <http://www.itl.nist.gov/div898/strd/nls/data/rat42.shtml>`__ | :ranking-low-5:`3.106` | :ranking-top-2:`1.28` | :ranking-top-2:`1.269` | :ranking-top-1:`1` | :ranking-top-2:`1.113` | :ranking-top-2:`1.119` | :ranking-top-2:`1.173` | :ranking-low-5:`3.64` | :ranking-low-5:`5.789` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Rat42 2 <http://www.itl.nist.gov/div898/strd/nls/data/rat42.shtml>`__ | :ranking-top-1:`1.009` | :ranking-low-5:`5.551` | :ranking-med-3:`1.721` | :ranking-top-1:`1` | :ranking-top-2:`1.104` | :ranking-top-1:`1.006` | :ranking-top-2:`1.101` | :ranking-low-5:`3.639` | :ranking-low-5:`6.701` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`MGH10 1 <http://www.itl.nist.gov/div898/strd/nls/data/mgh10.shtml>`__ | :ranking-low-4:`2.822` | :ranking-low-4:`2.502` | :ranking-low-4:`2.186` | :ranking-top-1:`1.083` | :ranking-low-5:`4.295` | :ranking-low-5:`3.219` | :ranking-top-1:`1` | :ranking-low-4:`2.871` | :ranking-low-5:`5.13` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`MGH10 2 <http://www.itl.nist.gov/div898/strd/nls/data/mgh10.shtml>`__ | :ranking-top-1:`1` | :ranking-med-3:`1.364` | :ranking-med-3:`1.736` | :ranking-med-3:`1.567` | :ranking-low-5:`3.9` | :ranking-low-5:`3.662` | :ranking-top-1:`1.03` | :ranking-low-5:`4.135` | :ranking-low-4:`1.835` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Eckerle4 1 <http://www.itl.nist.gov/div898/strd/nls/data/eckerle4.shtml>`__| :ranking-low-4:`2.676` | :ranking-top-1:`1` | :ranking-top-1:`1.021` | :ranking-top-1:`1.083` | :ranking-top-2:`1.114` | :ranking-low-5:`3.506` | :ranking-top-1:`1.007` | :ranking-top-2:`1.157` | :ranking-med-3:`1.431` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Eckerle4 2 <http://www.itl.nist.gov/div898/strd/nls/data/eckerle4.shtml>`__| :ranking-top-1:`1.087` | :ranking-med-3:`1.571` | :ranking-med-3:`1.54` | :ranking-top-2:`1.15` | :ranking-top-2:`1.226` | :ranking-top-1:`1` | :ranking-top-2:`1.327` | :ranking-low-4:`2.771` | :ranking-top-2:`1.178` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Rat43 1 <http://www.itl.nist.gov/div898/strd/nls/data/rat43.shtml>`__ | :ranking-low-4:`2.515` | :ranking-low-5:`11.4` | :ranking-low-5:`3.306` | :ranking-med-3:`1.477` | :ranking-top-1:`1` | :ranking-top-2:`1.127` | :ranking-top-2:`1.245` | :ranking-low-5:`5.629` | :ranking-top-2:`1.269` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Rat43 2 <http://www.itl.nist.gov/div898/strd/nls/data/rat43.shtml>`__ | :ranking-top-2:`1.292` | :ranking-med-3:`1.691` | :ranking-low-5:`3.626` | :ranking-med-3:`1.392` | :ranking-top-1:`1` | :ranking-top-1:`1.007` | :ranking-top-1:`1.013` | :ranking-low-5:`5.831` | :ranking-low-5:`8.317` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Bennett5 1 <http://www.itl.nist.gov/div898/strd/nls/data/bennett5.shtml>`__| :ranking-low-4:`2.454` | :ranking-low-5:`29.53` | :ranking-low-5:`3.52` | :ranking-top-1:`1` | :ranking-top-1:`1.004` | :ranking-low-5:`10.75` | :ranking-top-1:`1.08` | :ranking-low-5:`10.47` | :ranking-top-2:`1.227` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+
|`Bennett5 2 <http://www.itl.nist.gov/div898/strd/nls/data/bennett5.shtml>`__| :ranking-top-1:`1.057` | :ranking-low-5:`26.43` | :ranking-low-5:`3.493` | :ranking-top-1:`1` | :ranking-low-5:`11.13` | :ranking-low-5:`9.95` | :ranking-top-2:`1.284` | :ranking-low-5:`9.243` | :ranking-med-3:`1.652` |
+----------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+------------------------------------------------------------------------+