Merge pull request #214 from sbaldu/feature-generalized-parameters

Feature generalized multi-dimensional distance parameters

Author: sbaldu

data/truth_files/blobs_truth.csv

@@ -1,6 +1,6 @@
 x0,x1,weight,cluster_ids,is_seed
 8.874915,41.057076,1.0,0,0
-9.414788,43.19422,1.0,0,0
+9.414788,43.19422,1.0,0,1
 10.992991,44.240253,1.0,0,0
 9.375374,42.73557,1.0,0,0
 8.714148,41.617855,1.0,0,0
@@ -22,7 +22,7 @@ x0,x1,weight,cluster_ids,is_seed
 10.9021015,41.803047,1.0,0,0
 10.165043,42.35306,1.0,0,0
 8.891904,42.459023,1.0,0,0
-9.451148,43.09404,1.0,0,1
+9.451148,43.09404,1.0,0,0
 8.597551,43.9387,1.0,0,0
 10.228363,41.50163,1.0,0,0
 11.250953,44.93376,1.0,0,0
@@ -60,7 +60,7 @@ x0,x1,weight,cluster_ids,is_seed
 19.236769,8.515052,1.0,1,0
 20.484434,10.68998,1.0,1,0
 19.80792,8.150198,1.0,1,0
-20.454224,8.313158,1.0,1,0
+20.454224,8.313158,1.0,1,1
 21.679312,7.896705,1.0,1,0
 19.405207,8.538816,1.0,1,0
 20.054644,10.906169,1.0,1,0
@@ -83,7 +83,7 @@ x0,x1,weight,cluster_ids,is_seed
 21.075953,8.80509,1.0,1,0
 21.324467,9.80014,1.0,1,0
 22.715912,10.313165,1.0,1,0
-20.183493,8.737257,1.0,1,1
+20.183493,8.737257,1.0,1,0
 21.652334,9.631901,1.0,1,0
 21.192806,7.3596807,1.0,1,0
 20.528349,8.2386055,1.0,1,0
@@ -114,7 +114,7 @@ x0,x1,weight,cluster_ids,is_seed
 -15.9946375,27.795458,1.0,2,0
 -16.851978,29.789202,1.0,2,0
 -16.4579,28.672007,1.0,2,0
--15.865355,29.126255,1.0,2,1
+-15.865355,29.126255,1.0,2,0
 -17.20532,29.367601,1.0,2,0
 -14.745149,29.267244,1.0,2,0
 -15.5799265,29.276222,1.0,2,0
@@ -132,7 +132,7 @@ x0,x1,weight,cluster_ids,is_seed
 -12.965123,28.118807,1.0,2,0
 -15.40499,30.315714,1.0,2,0
 -15.171315,29.761776,1.0,2,0
--15.668489,29.548878,1.0,2,0
+-15.668489,29.548878,1.0,2,1
 -16.575567,30.836954,1.0,2,0
 -15.387204,28.498644,1.0,2,0
 -14.602657,28.718103,1.0,2,0
@@ -196,7 +196,7 @@ x0,x1,weight,cluster_ids,is_seed
 93.662056,-22.729471,1.0,4,0
 90.63795,-23.187975,1.0,4,0
 92.60245,-23.217743,1.0,4,0
-93.6756,-26.051373,1.0,4,0
+93.6756,-26.051373,1.0,-1,0
 92.16324,-23.041792,1.0,4,0
 92.26571,-24.728601,1.0,4,0
 93.60152,-23.034824,1.0,4,0
@@ -212,9 +212,9 @@ x0,x1,weight,cluster_ids,is_seed
 93.19568,-23.0326,1.0,4,0
 93.07146,-21.290653,1.0,4,0
 92.26369,-25.513138,1.0,4,0
-92.931854,-23.362299,1.0,4,0
+92.931854,-23.362299,1.0,4,1
 92.215034,-24.290525,1.0,4,0
-92.293365,-23.130358,1.0,4,1
+92.293365,-23.130358,1.0,4,0
 92.22974,-20.899242,1.0,4,0
 91.77205,-24.104815,1.0,4,0
 90.44393,-23.060211,1.0,4,0
@@ -225,7 +225,7 @@ x0,x1,weight,cluster_ids,is_seed
 93.861145,-22.815695,1.0,4,0
 93.50396,-22.282257,1.0,4,0
 91.82379,-23.736013,1.0,4,0
-93.595146,-25.967316,1.0,4,0
+93.595146,-25.967316,1.0,-1,0
 94.24588,-22.758564,1.0,4,0
 92.68685,-23.091188,1.0,4,0
 91.702614,-23.66164,1.0,4,0
@@ -294,7 +294,7 @@ x0,x1,weight,cluster_ids,is_seed
 13.832756,85.44895,1.0,6,0
 14.8948965,83.61233,1.0,6,0
 14.285373,84.73732,1.0,6,0
-13.384653,84.81708,1.0,6,1
+13.384653,84.81708,1.0,6,0
 13.233765,83.893135,1.0,6,0
 13.792252,86.79027,1.0,6,0
 13.552779,85.11794,1.0,6,0
@@ -315,7 +315,7 @@ x0,x1,weight,cluster_ids,is_seed
 13.238208,84.17371,1.0,6,0
 12.676171,83.85626,1.0,6,0
 14.061401,85.217224,1.0,6,0
-13.160747,84.469986,1.0,6,0
+13.160747,84.469986,1.0,6,1
 13.585489,86.198524,1.0,6,0
 11.604696,85.4962,1.0,6,0
 13.0632,83.23474,1.0,6,0
@@ -403,9 +403,9 @@ x0,x1,weight,cluster_ids,is_seed
 -95.90475,67.39124,1.0,8,0
 -96.80464,66.1983,1.0,8,0
 -95.485886,66.83542,1.0,8,0
--95.716736,66.15417,1.0,8,0
+-95.716736,66.15417,1.0,8,1
 -94.98379,68.65784,1.0,8,0
--95.549904,66.330795,1.0,8,1
+-95.549904,66.330795,1.0,8,0
 -95.20058,65.98483,1.0,8,0
 -96.70601,66.55678,1.0,8,0
 -98.539116,65.37002,1.0,8,0
@@ -514,9 +514,9 @@ x0,x1,weight,cluster_ids,is_seed
 -9.052541,57.37082,1.0,11,0
 -8.004911,55.445225,1.0,11,0
 -7.494278,54.86521,1.0,11,0
--7.481664,56.01746,1.0,11,1
+-7.481664,56.01746,1.0,11,0
 -7.6057496,56.48725,1.0,11,0
--7.6366353,56.122173,1.0,11,0
+-7.6366353,56.122173,1.0,11,1
 -7.419813,56.521236,1.0,11,0
 -8.73561,54.675842,1.0,11,0
 -7.7657657,54.6731,1.0,11,0
@@ -540,7 +540,7 @@ x0,x1,weight,cluster_ids,is_seed
 -6.436716,56.605335,1.0,11,0
 -7.7661805,57.365,1.0,11,0
 -7.0000167,54.610157,1.0,11,0
--5.177759,57.875755,1.0,-1,0
+-5.177759,57.875755,1.0,11,0
 -7.8723416,56.483746,1.0,11,0
 -6.379769,55.933636,1.0,11,0
 -6.973776,57.210415,1.0,11,0
@@ -588,10 +588,10 @@ x0,x1,weight,cluster_ids,is_seed
 -77.48412,26.769802,1.0,12,0
 -75.47415,27.106234,1.0,12,0
 -75.048965,28.600664,1.0,12,0
--75.80852,28.388899,1.0,12,0
+-75.80852,28.388899,1.0,12,1
 -76.15366,28.864716,1.0,12,0
 -76.799194,28.070156,1.0,12,0
--75.59317,28.547194,1.0,12,1
+-75.59317,28.547194,1.0,12,0
 -77.5401,27.483795,1.0,12,0
 -76.09231,27.576189,1.0,12,0
 -74.57046,27.591051,1.0,12,0
@@ -692,7 +692,7 @@ x0,x1,weight,cluster_ids,is_seed
 -47.42098,54.125305,1.0,15,0
 -47.537643,53.10255,1.0,15,0
 -45.42827,53.430134,1.0,15,0
--49.89108,53.658314,1.0,15,0
+-49.89108,53.658314,1.0,-1,0
 -47.69272,53.697186,1.0,15,0
 -45.990574,54.7089,1.0,15,0
 -47.06349,55.45713,1.0,15,0
@@ -798,7 +798,7 @@ x0,x1,weight,cluster_ids,is_seed
 -96.30378,23.080263,1.0,17,0
 -96.4258,24.351717,1.0,17,0
 -97.554886,24.941973,1.0,17,0
--96.08556,23.310755,1.0,17,0
+-96.08556,23.310755,1.0,17,1
 -95.799194,23.745497,1.0,17,0
 -96.586235,23.27439,1.0,17,0
 -97.1109,24.18349,1.0,17,0
@@ -817,7 +817,7 @@ x0,x1,weight,cluster_ids,is_seed
 -97.88046,21.750711,1.0,17,0
 -96.02649,24.095106,1.0,17,0
 -96.15943,22.705564,1.0,17,0
--96.223114,23.445065,1.0,17,1
+-96.223114,23.445065,1.0,17,0
 -97.199196,24.54107,1.0,17,0
 -97.97231,24.11584,1.0,17,0
 -95.85772,24.536812,1.0,17,0
@@ -836,7 +836,7 @@ x0,x1,weight,cluster_ids,is_seed
 20.861147,22.879765,1.0,18,0
 23.264141,22.711206,1.0,18,0
 21.425783,25.428871,1.0,18,0
-22.457262,22.80788,1.0,18,0
+22.457262,22.80788,1.0,18,1
 20.726774,24.116146,1.0,18,0
 23.11828,23.08804,1.0,18,0
 21.316914,23.36225,1.0,18,0
@@ -851,7 +851,7 @@ x0,x1,weight,cluster_ids,is_seed
 21.447973,24.813116,1.0,18,0
 24.907587,25.08277,1.0,18,0
 22.560951,25.220234,1.0,18,0
-22.774849,22.909513,1.0,18,1
+22.774849,22.909513,1.0,18,0
 22.885525,23.292406,1.0,18,0
 21.436026,22.488478,1.0,18,0
 23.221197,21.540268,1.0,18,0
@@ -885,7 +885,7 @@ x0,x1,weight,cluster_ids,is_seed
 88.27887,36.636856,1.0,19,0
 89.5676,36.085144,1.0,19,0
 90.18118,37.826275,1.0,19,0
-88.320915,35.72622,1.0,19,0
+88.320915,35.72622,1.0,19,1
 87.08544,36.23749,1.0,19,0
 88.38618,37.143112,1.0,19,0
 87.23995,36.08667,1.0,19,0
@@ -899,7 +899,7 @@ x0,x1,weight,cluster_ids,is_seed
 88.77148,36.406597,1.0,19,0
 90.28055,36.45651,1.0,19,0
 88.650604,35.313404,1.0,19,0
-88.443665,35.925587,1.0,19,1
+88.443665,35.925587,1.0,19,0
 88.37945,35.404804,1.0,19,0
 89.28795,36.221615,1.0,19,0
 88.54926,34.650013,1.0,19,0