.. raw:: html .. _book_fig_chapter9: Chapter 9: Classification ------------------------- This chapter covers supervised classification of data, using a number of generative and discriminative classifiers. .. toctree:: :maxdepth: 2 .. toctree:: :hidden: ./fig_bayes_DB ./fig_simple_naivebayes ./fig_rrlyrae_naivebayes ./fig_rrlyrae_lda ./fig_rrlyrae_qda ./fig_rrlyrae_GMMbayes ./fig_rrlyrae_knn ./fig_rrlyrae_logreg ./fig_svm_diagram ./fig_rrlyrae_svm ./fig_rrlyrae_kernelsvm ./fig_rrlyrae_treevis ./fig_rrlyrae_decisiontree ./fig_photoz_tree ./fig_photoz_forest ./fig_photoz_boosting ./fig_ROC_curve ./fig_star_quasar_ROC .. figure:: ./../images/chapter9/fig_bayes_DB_1_thumb.png :target: ./fig_bayes_DB.html :align: center :ref:`book_fig_chapter9_fig_bayes_DB` .. figure:: ./../images/chapter9/fig_simple_naivebayes_1_thumb.png :target: ./fig_simple_naivebayes.html :align: center :ref:`book_fig_chapter9_fig_simple_naivebayes` .. figure:: ./../images/chapter9/fig_rrlyrae_naivebayes_1_thumb.png :target: ./fig_rrlyrae_naivebayes.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_naivebayes` .. figure:: ./../images/chapter9/fig_rrlyrae_lda_1_thumb.png :target: ./fig_rrlyrae_lda.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_lda` .. figure:: ./../images/chapter9/fig_rrlyrae_qda_1_thumb.png :target: ./fig_rrlyrae_qda.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_qda` .. figure:: ./../images/chapter9/fig_rrlyrae_GMMbayes_1_thumb.png :target: ./fig_rrlyrae_GMMbayes.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_GMMbayes` .. figure:: ./../images/chapter9/fig_rrlyrae_knn_1_thumb.png :target: ./fig_rrlyrae_knn.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_knn` .. figure:: ./../images/chapter9/fig_rrlyrae_logreg_1_thumb.png :target: ./fig_rrlyrae_logreg.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_logreg` .. figure:: ./../images/chapter9/fig_svm_diagram_1_thumb.png :target: ./fig_svm_diagram.html :align: center :ref:`book_fig_chapter9_fig_svm_diagram` .. figure:: ./../images/chapter9/fig_rrlyrae_svm_1_thumb.png :target: ./fig_rrlyrae_svm.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_svm` .. figure:: ./../images/chapter9/fig_rrlyrae_kernelsvm_1_thumb.png :target: ./fig_rrlyrae_kernelsvm.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_kernelsvm` .. figure:: ./../images/chapter9/fig_rrlyrae_treevis_1_thumb.png :target: ./fig_rrlyrae_treevis.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_treevis` .. figure:: ./../images/chapter9/fig_rrlyrae_decisiontree_1_thumb.png :target: ./fig_rrlyrae_decisiontree.html :align: center :ref:`book_fig_chapter9_fig_rrlyrae_decisiontree` .. figure:: ./../images/chapter9/fig_photoz_tree_1_thumb.png :target: ./fig_photoz_tree.html :align: center :ref:`book_fig_chapter9_fig_photoz_tree` .. figure:: ./../images/chapter9/fig_photoz_forest_1_thumb.png :target: ./fig_photoz_forest.html :align: center :ref:`book_fig_chapter9_fig_photoz_forest` .. figure:: ./../images/chapter9/fig_photoz_boosting_1_thumb.png :target: ./fig_photoz_boosting.html :align: center :ref:`book_fig_chapter9_fig_photoz_boosting` .. figure:: ./../images/chapter9/fig_ROC_curve_1_thumb.png :target: ./fig_ROC_curve.html :align: center :ref:`book_fig_chapter9_fig_ROC_curve` .. figure:: ./../images/chapter9/fig_star_quasar_ROC_1_thumb.png :target: ./fig_star_quasar_ROC.html :align: center :ref:`book_fig_chapter9_fig_star_quasar_ROC` .. raw:: html