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# This file is distributed under the same license as the mars package.
# FIRST AUTHOR <EMAIL@ADDRESS>, 2020.
#
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#: ../../source/reference/learn/generated/mars.learn.datasets.make_low_rank_matrix.rst:2
msgid "mars.learn.datasets.make\\_low\\_rank\\_matrix"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:1 of
msgid "Generate a mostly low rank matrix with bell-shaped singular values"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:3 of
msgid ""
"Most of the variance can be explained by a bell-shaped curve of width "
"effective_rank: the low rank part of the singular values profile is::"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:8 of
msgid "The remaining singular values' tail is fat, decreasing as::"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:12 of
msgid ""
"The low rank part of the profile can be considered the structured signal "
"part of the data while the tail can be considered the noisy part of the "
"data that cannot be summarized by a low number of linear components "
"(singular vectors)."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:19 of
msgid "This kind of singular profiles is often seen in practice, for instance:"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:18 of
msgid "gray level pictures of faces"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:19 of
msgid "TF-IDF vectors of text documents crawled from the web"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:21 of
msgid "Read more in the :ref:`User Guide <sample_generators>`."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix of
msgid "Parameters"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:23 of
msgid "The number of samples."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:25 of
msgid "The number of features."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:27 of
msgid ""
"The approximate number of singular vectors required to explain most of "
"the data by linear combinations."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:30 of
msgid ""
"The relative importance of the fat noisy tail of the singular values "
"profile."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:33 of
msgid ""
"Determines random number generation for dataset creation. Pass an int for"
" reproducible output across multiple function calls. See :term:`Glossary "
"<random_state>`."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:37 of
msgid "Desired chunk size on each dimension"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix of
msgid "Returns"
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix:40 of
msgid "**X** -- The matrix."
msgstr ""

#: mars.learn.datasets.make_low_rank_matrix of
msgid "Return type"
msgstr ""

