Program_img2ConjunctiveRule_weka_numeric
This programs is part of the WEKA classifier library. The code used to generate this program is from the java class 'weka/classifiers/rules/ConjunctiveRule.java' from WEKA's libraries. The following description was taken from this classes JavaDoc information:

---------------------
This class implements a single conjunctive rule learner that can predict for numeric and nominal class labels. A rule consists of antecedents "AND"ed together and the consequent (class value) for the classification/regression. In this case, the consequent is the distribution of the available classes (or mean for a numeric value) in the dataset. If the test instance is not covered by this rule, then it's predicted using the default class distributions/value of the data not covered by the rule in the training data.This learner selects an antecedent by computing the Information Gain of each antecendent and prunes the generated rule using Reduced Error Prunning (REP) or simple pre-pruning based on the number of antecedents. For classification, the Information of one antecedent is the weighted average of the entropies of both the data covered and not covered by the rule. For regression, the Information is the weighted average of the mean-squared errors of both the data covered and not covered by the rule. In pruning, weighted average of the accuracy rates on the pruning data is used for classification while the weighted average of the mean-squared errors on the pruning data is used for regression.
---------------------

NOTE: This algorithm has no parameter tuning, it is using the default WEKA parameters

Regression
internal
18M
checked
open
Login required!

Run this program on a dataset Arrow_right


Existing runs on ConjunctiveRule_weka_numeric 1-20 of 20   Action_refresh_blue
ID Program Dataset Tuned hyper. User Updated << Status Total time Memory Error
Run #36264 ConjunctiveRule_weka_numeric scorp no dima5ty 3y34d ago done 6s 416M 20968
Run #28623 ConjunctiveRule_weka_numeric roll no dusigh 4y115d ago done 6s 416M 0.025
Run #28622 ConjunctiveRule_weka_numeric tilt no dusigh 4y115d ago done 6s 417M 0.068
Run #28621 ConjunctiveRule_weka_numeric pan no dusigh 4y115d ago done 5s 415M 0.099
Run #28194 ConjunctiveRule_weka_numeric User-Event-Features no harishgp 4y170d ago done 2m16s 419M 0.134
Run #15434 ConjunctiveRule_weka_numeric housePricesFromZillow no internal 6y7d ago done 6s 416M 178317958116
Run #14664 ConjunctiveRule_weka_numeric simple-regression-test no internal 6y15d ago done 39m42s 419M 317
Run #14666 ConjunctiveRule_weka_numeric neut_0.raw no internal 6y15d ago failed 1m8s 416M
Run #14665 ConjunctiveRule_weka_numeric easy-linear no internal 6y15d ago done 18s 416M 0.111
Run #11887 ConjunctiveRule_weka_numeric DISCO en no crishoj 6y143d ago done 5s 419M 629
Run #9770 ConjunctiveRule_weka_numeric interaction-regression-test no internal 6y294d ago done 38m39s 422M 3082
Run #9769 ConjunctiveRule_weka_numeric X-A0 no internal 6y294d ago done 6s 419M 51933
Run #5772 ConjunctiveRule_weka_numeric servo no internal 6y294d ago done 2s 230M 1.17
Run #5773 ConjunctiveRule_weka_numeric auto-mpg no internal 6y294d ago done 1s 231M 19.5
Run #5770 ConjunctiveRule_weka_numeric autos no internal 6y294d ago done 14s 27M 1.02
Run #5771 ConjunctiveRule_weka_numeric cpu-performance no internal 6y294d ago done 9s 22M 10131
Run #5769 ConjunctiveRule_weka_numeric liver-disorders no internal 6y294d ago done 1s 230M 10.2
Run #5768 ConjunctiveRule_weka_numeric housing no internal 6y294d ago done 1s 22M 47.1
Run #5767 ConjunctiveRule_weka_numeric echocardiogram no internal 6y294d ago done 1s 223M 116
Run #2531 ConjunctiveRule_weka_numeric regression-sample no internal 6y294d ago done 1s 246M 2.82




Program contents Arrow_right


Comments:


Must be logged in to post comments.