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<div id="projectname">MADlib
&#160;<span id="projectnumber">1.4.1</span>
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<div id="projectbrief">User Documentation</div>
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<tr id="row_0_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="arima_8sql__in.html" target="_self">arima.sql_in</a></td><td class="desc">Arima function for forecasting of timeseries data </td></tr>
<tr id="row_1_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="array__ops_8sql__in.html" target="_self">array_ops.sql_in</a></td><td class="desc">Implementation of array operations in SQL </td></tr>
<tr id="row_2_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="assoc__rules_8sql__in.html" target="_self">assoc_rules.sql_in</a></td><td class="desc">The <a class="el" href="assoc__rules_8sql__in.html#a68a256d98b82ac15bac7df92e806f6f8">assoc_rules</a> function computes association rules for a given set of data. The data is assumed to have two dimensions; items (between which we are trying to discover associations), and a transaction id. This tranaction id groups the items by event and could also be a user id, date, etc. depending on the context of the data. This function assumes the data is stored in two columns with one transaction id and one item per row </td></tr>
<tr id="row_3_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="bayes_8sql__in.html" target="_self">bayes.sql_in</a></td><td class="desc">SQL functions for naive Bayes </td></tr>
<tr id="row_4_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="c45_8sql__in.html" target="_self">c45.sql_in</a></td><td class="desc">C4.5 APIs and main controller written in PL/PGSQL </td></tr>
<tr id="row_5_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="clustered__variance_8sql__in.html" target="_self">clustered_variance.sql_in</a></td><td class="desc"></td></tr>
<tr id="row_6_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="clustered__variance__coxph_8sql__in.html" target="_self">clustered_variance_coxph.sql_in</a></td><td class="desc">SQL functions for clustered robust cox proportional hazards regression </td></tr>
<tr id="row_7_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="compatibility_8sql__in.html" target="_self">compatibility.sql_in</a></td><td class="desc">Compatibility SQL functions </td></tr>
<tr id="row_8_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="conjugate__gradient_8sql__in.html" target="_self">conjugate_gradient.sql_in</a></td><td class="desc">SQL function computing Conjugate Gradient </td></tr>
<tr id="row_9_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="correlation_8sql__in.html" target="_self">correlation.sql_in</a></td><td class="desc">SQL functions for correlation computation </td></tr>
<tr id="row_10_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="cox__prop__hazards_8sql__in.html" target="_self">cox_prop_hazards.sql_in</a></td><td class="desc">SQL functions for cox proportional hazards </td></tr>
<tr id="row_11_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="crf_8sql__in.html" target="_self">crf.sql_in</a></td><td class="desc">SQL functions for conditional random field </td></tr>
<tr id="row_12_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="crf__data__loader_8sql__in.html" target="_self">crf_data_loader.sql_in</a></td><td class="desc">Create database tables and import POS/NER training/testing data to the database </td></tr>
<tr id="row_13_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="crf__feature__gen_8sql__in.html" target="_self">crf_feature_gen.sql_in</a></td><td class="desc">SQL function for POS/NER feature extraction </td></tr>
<tr id="row_14_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="cross__validation_8sql__in.html" target="_self">cross_validation.sql_in</a></td><td class="desc">SQL functions for cross validation </td></tr>
<tr id="row_15_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="dense__linear__systems_8sql__in.html" target="_self">dense_linear_systems.sql_in</a></td><td class="desc"></td></tr>
<tr id="row_16_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="dt_8sql__in.html" target="_self">dt.sql_in</a></td><td class="desc">Common functions written in PL/PGSQL shared by C4.5 and RF </td></tr>
<tr id="row_17_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="dt__preproc_8sql__in.html" target="_self">dt_preproc.sql_in</a></td><td class="desc">Functions used in C4.5 and random forest for data preprocessing </td></tr>
<tr id="row_18_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="dt__utility_8sql__in.html" target="_self">dt_utility.sql_in</a></td><td class="desc">Utility functions widely used in C4.5 and random forest </td></tr>
<tr id="row_19_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="elastic__net_8sql__in.html" target="_self">elastic_net.sql_in</a></td><td class="desc">SQL functions for elastic net regularization </td></tr>
<tr id="row_20_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="hypothesis__tests_8sql__in.html" target="_self">hypothesis_tests.sql_in</a></td><td class="desc">SQL functions for statistical hypothesis tests </td></tr>
<tr id="row_21_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="kmeans_8sql__in.html" target="_self">kmeans.sql_in</a></td><td class="desc">Set of functions for k-means clustering </td></tr>
<tr id="row_22_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="lda_8sql__in.html" target="_self">lda.sql_in</a></td><td class="desc">SQL functions for Latent Dirichlet Allocation </td></tr>
<tr id="row_23_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="linalg_8sql__in.html" target="_self">linalg.sql_in</a></td><td class="desc">SQL functions for linear algebra </td></tr>
<tr id="row_24_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="linear_8sql__in.html" target="_self">linear.sql_in</a></td><td class="desc">SQL functions for linear regression </td></tr>
<tr id="row_25_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="lmf_8sql__in.html" target="_self">lmf.sql_in</a></td><td class="desc">SQL functions for low-rank matrix factorization </td></tr>
<tr id="row_26_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="logistic_8sql__in.html" target="_self">logistic.sql_in</a></td><td class="desc">SQL functions for logistic regression </td></tr>
<tr id="row_27_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="marginal_8sql__in.html" target="_self">marginal.sql_in</a></td><td class="desc">SQL functions for linear regression </td></tr>
<tr id="row_28_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="matrix__op_8sql__in.html" target="_self">matrix_op.sql_in</a></td><td class="desc"></td></tr>
<tr id="row_29_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="multilogistic_8sql__in.html" target="_self">multilogistic.sql_in</a></td><td class="desc">SQL functions for multinomial logistic regression </td></tr>
<tr id="row_30_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="online__sv_8sql__in.html" target="_self">online_sv.sql_in</a></td><td class="desc">SQL functions for support vector machines </td></tr>
<tr id="row_31_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="pca_8sql__in.html" target="_self">pca.sql_in</a></td><td class="desc">Principal Component Analysis </td></tr>
<tr id="row_32_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="pca__project_8sql__in.html" target="_self">pca_project.sql_in</a></td><td class="desc">Principal Component Analysis Projection </td></tr>
<tr id="row_33_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="prob_8sql__in.html" target="_self">prob.sql_in</a></td><td class="desc">SQL functions for evaluating probability functions </td></tr>
<tr id="row_34_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="profile_8sql__in.html" target="_self">profile.sql_in</a></td><td class="desc">SQL function for single-pass table profiles </td></tr>
<tr id="row_35_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="quantile_8sql__in.html" target="_self">quantile.sql_in</a></td><td class="desc">SQL function for Quantile </td></tr>
<tr id="row_36_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="rf_8sql__in.html" target="_self">rf.sql_in</a></td><td class="desc">Random forest APIs and main control logic written in PL/PGSQL </td></tr>
<tr id="row_37_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="robust_8sql__in.html" target="_self">robust.sql_in</a></td><td class="desc">SQL functions for robust variance linear and logistic regression </td></tr>
<tr id="row_38_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="robust__variance__coxph_8sql__in.html" target="_self">robust_variance_coxph.sql_in</a></td><td class="desc">SQL functions for robust cox proportional hazards regression </td></tr>
<tr id="row_39_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="sample_8sql__in.html" target="_self">sample.sql_in</a></td><td class="desc">SQL functions for random sampling </td></tr>
<tr id="row_40_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="sketch_8sql__in.html" target="_self">sketch.sql_in</a></td><td class="desc">SQL functions for sketch-based approximations of descriptive statistics </td></tr>
<tr id="row_41_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="sparse__linear__systems_8sql__in.html" target="_self">sparse_linear_systems.sql_in</a></td><td class="desc"></td></tr>
<tr id="row_42_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="summary_8sql__in.html" target="_self">summary.sql_in</a></td><td class="desc">Summary function for descriptive statistics </td></tr>
<tr id="row_43_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="svd_8sql__in.html" target="_self">svd.sql_in</a></td><td class="desc">Singular Value Decomposition </td></tr>
<tr id="row_44_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="svdmf_8sql__in.html" target="_self">svdmf.sql_in</a></td><td class="desc">SQL functions for SVD Matrix Factorization </td></tr>
<tr id="row_45_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="svec_8sql__in.html" target="_self">svec.sql_in</a></td><td class="desc">SQL type definitions and functions for sparse vector data type <code>svec</code> </td></tr>
<tr id="row_46_" class="even"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="utilities_8sql__in.html" target="_self">utilities.sql_in</a></td><td class="desc">SQL functions for carrying out routine tasks </td></tr>
<tr id="row_47_"><td class="entry"><img src="ftv2node.png" alt="o" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="utils__regularization_8sql__in.html" target="_self">utils_regularization.sql_in</a></td><td class="desc"></td></tr>
<tr id="row_48_" class="even"><td class="entry"><img src="ftv2lastnode.png" alt="\" width="16" height="22" /><img src="ftv2doc.png" alt="*" width="24" height="22" /><a class="el" href="viterbi_8sql__in.html" target="_self">viterbi.sql_in</a></td><td class="desc">Concatenate a set of input values into arrays to feed into viterbi c function and create a human readable view of the output </td></tr>
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