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updated the docs
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@ -126,8 +126,8 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
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<item>cross_validate_trainer</item>
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<item>cross_validate_trainer</item>
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<item>cross_validate_trainer_threaded</item>
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<item>cross_validate_trainer_threaded</item>
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<item>pick_initial_centers</item>
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<item>pick_initial_centers</item>
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<item>rank_features_rbf</item>
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<item>find_gamma_with_big_centroid_gap</item>
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<item>verbose_rank_features_rbf</item>
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<item>verbose_find_gamma_with_big_centroid_gap</item>
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</section>
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</section>
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</top>
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</top>
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@ -747,14 +747,6 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
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does this by computing the distance between the centroids of both classes in kernel defined
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does this by computing the distance between the centroids of both classes in kernel defined
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feature space. Good features are then ones that result in the biggest separation between
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feature space. Good features are then ones that result in the biggest separation between
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the two centroids.
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the two centroids.
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<p>
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Note that there are convenience wrappers for calling this function.
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They are the <a href="#rank_features_rbf">rank_features_rbf</a> and
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<a href="#verbose_rank_features_rbf">verbose_rank_features_rbf</a> functions.
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They automatically create the <a href="#kcentroid">kcentroid</a> required to
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use this function and fill out the relevant parameters for you with a reasonable set
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of defaults.
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</p>
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</description>
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</description>
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<examples>
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<examples>
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<example>rank_features_ex.cpp.html</example>
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<example>rank_features_ex.cpp.html</example>
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@ -765,13 +757,14 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
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<!-- ************************************************************************* -->
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<!-- ************************************************************************* -->
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<component>
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<component>
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<name>rank_features_rbf</name>
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<name>find_gamma_with_big_centroid_gap</name>
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<file>dlib/svm.h</file>
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<file>dlib/svm.h</file>
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<spec_file link="true">dlib/svm/feature_ranking_abstract.h</spec_file>
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<spec_file link="true">dlib/svm/feature_ranking_abstract.h</spec_file>
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<description>
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<description>
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This is just a wrapper for the <a href="#rank_features">rank_features</a> function. It
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This is a function that tries to pick a reasonable default value for the
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sets up the ranking to use the <a href="#radial_basis_kernel">radial_basis_kernel</a> and
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gamma parameter of the <a href="#radial_basis_kernel">radial_basis_kernel</a>. It
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automatically picks the gamma parameter of this kernel.
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picks the parameter that gives the largest separation between the centroids, in
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kernel feature space, of two classes of data.
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</description>
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</description>
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<examples>
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<examples>
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<example>rank_features_ex.cpp.html</example>
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<example>rank_features_ex.cpp.html</example>
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@ -782,11 +775,12 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
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<!-- ************************************************************************* -->
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<!-- ************************************************************************* -->
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<component>
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<component>
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<name>verbose_rank_features_rbf</name>
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<name>verbose_find_gamma_with_big_centroid_gap</name>
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<file>dlib/svm.h</file>
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<file>dlib/svm.h</file>
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<spec_file link="true">dlib/svm/feature_ranking_abstract.h</spec_file>
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<spec_file link="true">dlib/svm/feature_ranking_abstract.h</spec_file>
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<description>
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<description>
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This is just a version of <a href="#rank_features_rbf">rank_features_rbf</a> that is
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This is just a version of
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<a href="#find_gamma_with_big_centroid_gap">find_gamma_with_big_centroid_gap</a> that is
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verbose in the sense that it prints out status messages as it proceeds.
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verbose in the sense that it prints out status messages as it proceeds.
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</description>
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</description>
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<examples>
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<examples>
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@ -28,6 +28,8 @@
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<term file="dlib/optimization/optimization_abstract.h.html" name="central_differences"/>
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<term file="dlib/optimization/optimization_abstract.h.html" name="central_differences"/>
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<term file="dlib/optimization/optimization_abstract.h.html" name="line_search_funct"/>
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<term file="dlib/optimization/optimization_abstract.h.html" name="line_search_funct"/>
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<term file="dlib/optimization/optimization_line_search_abstract.h.html" name="optimize_single_variable_failure"/>
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<term file="dlib/optimization/optimization_bobyqa_abstract.h.html" name="bobyqa_failure"/>
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<term file="algorithms.html" name="derivative"/>
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<term file="algorithms.html" name="derivative"/>
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<term file="algorithms.html" name="make_line_search_function"/>
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<term file="algorithms.html" name="make_line_search_function"/>
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@ -138,8 +140,8 @@
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<term file="ml.html" name="kkmeans"/>
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<term file="ml.html" name="kkmeans"/>
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<term file="ml.html" name="pick_initial_centers"/>
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<term file="ml.html" name="pick_initial_centers"/>
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<term file="ml.html" name="rank_features"/>
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<term file="ml.html" name="rank_features"/>
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<term file="ml.html" name="rank_features_rbf"/>
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<term file="ml.html" name="find_gamma_with_big_centroid_gap"/>
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<term file="ml.html" name="verbose_rank_features_rbf"/>
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<term file="ml.html" name="verbose_find_gamma_with_big_centroid_gap"/>
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<term file="dlib/svm/svm_abstract.h.html" name="maximum_nu"/>
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<term file="dlib/svm/svm_abstract.h.html" name="maximum_nu"/>
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<term file="ml.html" name="null_trainer"/>
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<term file="ml.html" name="null_trainer"/>
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