update

UBOdin · Feb 21, 2018 · 2eb2faa · 2eb2faa
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diff --git a/.Rhistory b/.Rhistory
diff --git a/data/bombay_aligon.csv b/data/bombay_aligon.csv
diff --git a/data/bombay_aligon_regularization.csv b/data/bombay_aligon_regularization.csv
diff --git a/data/bombay_aligon_regularization_1.csv b/data/bombay_aligon_regularization_1.csv
diff --git a/data/bombay_aligon_regularization_2.csv b/data/bombay_aligon_regularization_2.csv
diff --git a/data/bombay_aligon_regularization_3.csv b/data/bombay_aligon_regularization_3.csv
diff --git a/data/bombay_aligon_regularization_4.csv b/data/bombay_aligon_regularization_4.csv
diff --git a/data/googleplus_aligon.csv b/data/googleplus_aligon.csv
diff --git a/data/googleplus_aligon_regularization.csv b/data/googleplus_aligon_regularization.csv
diff --git a/data/googleplus_aligon_regularization_1.csv b/data/googleplus_aligon_regularization_1.csv
diff --git a/data/googleplus_aligon_regularization_2.csv b/data/googleplus_aligon_regularization_2.csv
diff --git a/data/googleplus_aligon_regularization_3.csv b/data/googleplus_aligon_regularization_3.csv
diff --git a/data/googleplus_aligon_regularization_4.csv b/data/googleplus_aligon_regularization_4.csv
diff --git a/data/modules.csv b/data/modules.csv
@@ -1,46 +1,46 @@
 Regularization,Dataset,Metric,Silhouette,BetaCV,DunnIndex
 No Regularization,IIT Bombay Dataset,Aouiche,0.1235358,0.5766875,0.1428571
-No Regularization,IIT Bombay Dataset,Aligon,0.3141606,0.5440821,0.1
+No Regularization,IIT Bombay Dataset,Aligon,0.3173757,0.5354263,0.1
 No Regularization,IIT Bombay Dataset,Makiyama,0.13533,0.664748,0.0741799
 No Regularization,UB Exam Dataset,Aouiche,0.07935877,0.9231208,0.2
-No Regularization,UB Exam Dataset,Aligon,0.1304497,0.8644934,0.5
+No Regularization,UB Exam Dataset,Aligon,0.1922526,0.7996284,0.5
 No Regularization,UB Exam Dataset,Makiyama,0.09405354,0.8968658,0.2301996
-No Regularization,PhoneLab-Google+,Aouiche,0.03618038,0.8934701,0.5
-No Regularization,PhoneLab-Google+,Aligon,0.06388966,0.9024188,0.5
-No Regularization,PhoneLab-Google+,Makiyama,0.1167357,0.8795412,0.2462216
+No Regularization,PocketData-Google+,Aouiche,0.03618038,0.8934701,0.5
+No Regularization,PocketData-Google+,Aligon,0.05981839,0.8982047,0.4375
+No Regularization,PocketData-Google+,Makiyama,0.1167357,0.8795412,0.2462216
 Naming,IIT Bombay Dataset,Aouiche,0.1669147,0.4963258,0.1666667
-Naming,IIT Bombay Dataset,Aligon,0.3697328,0.4765228,0.1
+Naming,IIT Bombay Dataset,Aligon,0.3684536,0.4733817,0.1
 Naming,IIT Bombay Dataset,Makiyama,0.1712637,0.6056812,0.0513167
 Naming,UB Exam Dataset,Aouiche,0.1726122,0.8177304,0.1666667
-Naming,UB Exam Dataset,Aligon,0.2543268,0.733504,0.3333333
+Naming,UB Exam Dataset,Aligon,0.2601396,0.7284204,0.4166667
 Naming,UB Exam Dataset,Makiyama,0.2684318,0.6965586,0.08146848
-Naming,PhoneLab-Google+,Aouiche,0.03535551,0.8936538,0.5
-Naming,PhoneLab-Google+,Aligon,0.06260814,0.9036594,0.5
-Naming,PhoneLab-Google+,Makiyama,0.1127893,0.8855078,0.2462216
+Naming,PocketData-Google+,Aouiche,0.03535551,0.8936538,0.5
+Naming,PocketData-Google+,Aligon,0.05941607,0.8983978,0.4375
+Naming,PocketData-Google+,Makiyama,0.1127893,0.8855078,0.2462216
 Expression Standardization,IIT Bombay Dataset,Aouiche,0.1224014,0.6047874,0.1428571
-Expression Standardization,IIT Bombay Dataset,Aligon,0.2993084,0.5636266,0.1
+Expression Standardization,IIT Bombay Dataset,Aligon,0.2969261,0.5542307,0.1
 Expression Standardization,IIT Bombay Dataset,Makiyama,0.1363646,0.6599014,0.0741799
 Expression Standardization,UB Exam Dataset,Aouiche,0.08419705,0.9225258,0.2
-Expression Standardization,UB Exam Dataset,Aligon,0.08806635,0.9113887,0.3888889
+Expression Standardization,UB Exam Dataset,Aligon,0.1345143,0.8627804,0.3888889
 Expression Standardization,UB Exam Dataset,Makiyama,0.07635507,0.9195338,0.2600599
-Expression Standardization,PhoneLab-Google+,Aouiche,0.1188399,0.8847059,0.8
-Expression Standardization,PhoneLab-Google+,Aligon,0.09856893,0.8975172,0.5
-Expression Standardization,PhoneLab-Google+,Makiyama,0.1184555,0.8789764,0.3333333
+Expression Standardization,PocketData-Google+,Aouiche,0.1188399,0.8847059,0.8
+Expression Standardization,PocketData-Google+,Aligon,0.09408313,0.8945899,0.5
+Expression Standardization,PocketData-Google+,Makiyama,0.1184555,0.8789764,0.3333333
 FROM-nested Subquery,IIT Bombay Dataset,Aouiche,0.1092233,0.585477,0.1428571
-FROM-nested Subquery,IIT Bombay Dataset,Aligon,0.3040806,0.5455569,0.1
+FROM-nested Subquery,IIT Bombay Dataset,Aligon,0.3074516,0.5325524,0.1
 FROM-nested Subquery,IIT Bombay Dataset,Makiyama,0.1645668,0.6473655,0.0741799
 FROM-nested Subquery,UB Exam Dataset,Aouiche,0.07851794,0.9240567,0.2
-FROM-nested Subquery,UB Exam Dataset,Aligon,0.1323939,0.8655788,0.5
+FROM-nested Subquery,UB Exam Dataset,Aligon,0.1927873,0.8029046,0.5
 FROM-nested Subquery,UB Exam Dataset,Makiyama,0.1216638,0.8640163,0.1835034
-FROM-nested Subquery,PhoneLab-Google+,Aouiche,0.03618038,0.8934701,0.5
-FROM-nested Subquery,PhoneLab-Google+,Aligon,0.06444628,0.9018627,0.5
-FROM-nested Subquery,PhoneLab-Google+,Makiyama,0.1155413,0.8813375,0.3333333
+FROM-nested Subquery,PocketData-Google+,Aouiche,0.03618038,0.8934701,0.5
+FROM-nested Subquery,PocketData-Google+,Aligon,0.06278822,0.8958551,0.4375
+FROM-nested Subquery,PocketData-Google+,Makiyama,0.1155413,0.8813375,0.3333333
 UNION Pull-out,IIT Bombay Dataset,Aouiche,0.1255522,0.5773791,0.1428571
-UNION Pull-out,IIT Bombay Dataset,Aligon,0.3170179,0.5432966,0.1
+UNION Pull-out,IIT Bombay Dataset,Aligon,0.3195686,0.5344027,0.1
 UNION Pull-out,IIT Bombay Dataset,Makiyama,0.139807,0.6644235,0.0741799
 UNION Pull-out,UB Exam Dataset,Aouiche,0.07935877,0.9231208,0.2
-UNION Pull-out,UB Exam Dataset,Aligon,0.1285675,0.8660956,0.5
+UNION Pull-out,UB Exam Dataset,Aligon,0.1948211,0.7978366,0.5
 UNION Pull-out,UB Exam Dataset,Makiyama,0.09405354,0.8968658,0.2301996
-UNION Pull-out,PhoneLab-Google+,Aouiche,0.03618038,0.8934701,0.5
-UNION Pull-out,PhoneLab-Google+,Aligon,0.06372295,0.9022875,0.5
-UNION Pull-out,PhoneLab-Google+,Makiyama,0.1155413,0.8813375,0.3333333
+UNION Pull-out,PocketData-Google+,Aouiche,0.03618038,0.8934701,0.5
+UNION Pull-out,PocketData-Google+,Aligon,0.05955185,0.8985212,0.4375
+UNION Pull-out,PocketData-Google+,Makiyama,0.1155413,0.8813375,0.3333333
diff --git a/data/result.csv b/data/result.csv
@@ -1,19 +1,19 @@
 dataset,regularization,metric,silhouette,beta_cv,dunn
 IIT Bombay Dataset,FALSE,Makiyama,0.13533,0.664748,0.0741799
 IIT Bombay Dataset,TRUE,Makiyama,0.1976854,0.5898416,0.0741799
-IIT Bombay Dataset,FALSE,Aligon,0.3143479,0.5448168,0.1
-IIT Bombay Dataset,TRUE,Aligon,0.3485726,0.4825776,0.1
+IIT Bombay Dataset,FALSE,Aligon,0.3173757,0.5354263,0.1
+IIT Bombay Dataset,TRUE,Aligon,0.3497405,0.4776469,0.1
 IIT Bombay Dataset,FALSE,Aouiche,0.1235358,0.5766875,0.1428571
 IIT Bombay Dataset,TRUE,Aouiche,0.1273715,0.5236675,0.2
 UB Exam Dataset,FALSE,Makiyama,0.09405354,0.8968658,0.2301996
 UB Exam Dataset,TRUE,Makiyama,0.3033892,0.6454333,0.08146848
-UB Exam Dataset,FALSE,Aligon,0.1310474,0.86316,0.5
-UB Exam Dataset,TRUE,Aligon,0.2307616,0.7602108,0.25
+UB Exam Dataset,FALSE,Aligon,0.1922526,0.7996284,0.5
+UB Exam Dataset,TRUE,Aligon,0.2340873,0.7590479,0.25
 UB Exam Dataset,FALSE,Aouiche,0.07935877,0.9231208,0.2
 UB Exam Dataset,TRUE,Aouiche,0.2356835,0.7466782,0.1666667
 PocketData-Google+,FALSE,Makiyama,0.1167357,0.8795412,0.2462216
 PocketData-Google+,TRUE,Makiyama,0.1146658,0.8845571,0.3333333
-PocketData-Google+,FALSE,Aligon,0.06302234,0.903197,0.5
-PocketData-Google+,TRUE,Aligon,0.09746097,0.8988391,0.5
+PocketData-Google+,FALSE,Aligon,0.05981839,0.8982047,0.4375
+PocketData-Google+,TRUE,Aligon,0.09359808,0.8953341,0.5
 PocketData-Google+,FALSE,Aouiche,0.03618038,0.8934701,0.5
 PocketData-Google+,TRUE,Aouiche,0.1193279,0.8841241,0.8