Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.1 0.255333 0.85111 0.206239 0.901961 0.335715 72
mergec pubauthors 0.1 0.336008 0.720016 0.333098 0.847339 0.478208 112 LEGEND
center pubauthors 0.1 0.270112 0.35232 0.634227 0.577031 0.604279 184    
part pubstr 0.1 0.259459 1 0.120232 1 0.214656 48 part Partitioning
mergec pubstr 0.1 0.387079 0.967697 0.2943 0.977103 0.452353 74 center CENTER
center pubstr 0.1 0.528816 0.741143 0.670642 0.699148 0.684598 132 mergec MERGE-CENTER
part pubtitles 0.1 0.230561 0.991947 0.130147 0.977636 0.229713 43    
mergec pubtitles 0.1 0.3795 0.975104 0.32617 0.969116 0.488072 72 PCPr Penalized Clustering Precision
center pubtitles 0.1 0.575297 0.909658 0.629671 0.878594 0.733592 117 CPr Clustering Precision
part pubvenues 0.1 0.168747 0.850223 0.118907 0.902439 0.210128 26 Pr Precision
mergec pubvenues 0.1 0.218996 0.717212 0.18211 0.712195 0.290053 40 Re Recall
center pubvenues 0.1 0.228561 0.340244 0.469105 0.525203 0.495572 88 F1 F1 measure
Cluster # Number of Clusters Generated
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #    
part pubauthors 0.2 0.346665 0.815681 0.282444 0.848739 0.423842 102 pubstr CORA Publication Strings
mergec pubauthors 0.2 0.464622 0.619496 0.492493 0.752101 0.595222 180 pubtitles CORA Publication Titles
center pubauthors 0.2 0.341692 0.370166 0.723848 0.62465 0.6706 260 pubvenues CORA Publication Venues
part pubstr 0.2 0.594595 1 0.469856 1 0.639323 110 pubauthors CORA Publication Authors
mergec pubstr 0.2 0.727649 0.975472 0.665156 0.970714 0.789398 138    
center pubstr 0.2 0.865954 0.870635 0.846179 0.778488 0.810923 186
part pubtitles 0.2 0.690386 0.982473 0.449783 0.963791 0.613335 130
mergec pubtitles 0.2 0.730661 0.972462 0.67647 0.953142 0.791319 139 Table Number of ground truth clusters
center pubtitles 0.2 0.809685 0.930383 0.784501 0.901491 0.838937 161 pubstr 185
part pubvenues 0.2 0.323031 0.651033 0.30801 0.76748 0.439598 65 pubtitles 185
mergec pubvenues 0.2 0.362991 0.528353 0.519985 0.718699 0.603403 90 pubvenues 131
center pubvenues 0.2 0.322283 0.354265 0.612551 0.614634 0.613591 144 pubauthors 240
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.3 0.550944 0.707094 0.490551 0.781513 0.602756 187
mergec pubauthors 0.3 0.477395 0.541047 0.724722 0.710084 0.717328 272
center pubauthors 0.3 0.267269 0.389768 0.883595 0.620448 0.729002 350
part pubstr 0.3 0.836541 0.973334 0.744882 0.971246 0.843135 159
mergec pubstr 0.3 0.919265 0.950078 0.808297 0.949947 0.873416 179
center pubstr 0.3 0.670993 0.870477 0.887339 0.775825 0.827844 240
part pubtitles 0.3 0.853551 0.974735 0.624426 0.973908 0.76096 162
mergec pubtitles 0.3 0.889183 0.967641 0.690163 0.919595 0.788529 170
center pubtitles 0.3 0.876542 0.933399 0.83808 0.885517 0.861145 197
part pubvenues 0.3 0.525915 0.52996 0.682189 0.528455 0.595561 130
mergec pubvenues 0.3 0.33902 0.421834 0.748114 0.593496 0.661895 163
center pubvenues 0.3 0.185585 0.29042 0.739523 0.56748 0.642178 205
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.4 0.435429 0.535215 0.677633 0.784314 0.727081 295
mergec pubauthors 0.4 0.220328 0.348853 0.833191 0.609244 0.703833 380
center pubauthors 0.4 0.139531 0.254063 0.906596 0.522409 0.662858 437
part pubstr 0.4 0.838947 0.911504 0.849468 0.949947 0.896902 201
mergec pubstr 0.4 0.693385 0.87329 0.870934 0.889776 0.880255 233
center pubstr 0.4 0.448505 0.763671 0.945368 0.659744 0.777143 315
part pubtitles 0.4 0.89989 0.948533 0.794961 0.914271 0.850452 195
mergec pubtitles 0.4 0.850946 0.94294 0.827412 0.892971 0.858943 205
center pubtitles 0.4 0.723007 0.902782 0.854523 0.842386 0.848411 231
part pubvenues 0.4 0.312232 0.431404 0.668638 0.630894 0.649218 181
mergec pubvenues 0.4 0.215507 0.34876 0.760146 0.613008 0.678694 212
center pubvenues 0.4 0.137863 0.267306 0.819128 0.513821 0.63151 254
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.5 0.166659 0.290959 0.800258 0.607843 0.690904 419
mergec pubauthors 0.5 0.107465 0.210899 0.907242 0.529412 0.668643 471
center pubauthors 0.5 0.07786 0.166102 0.936625 0.460784 0.617689 512
part pubstr 0.5 0.54745 0.8049 0.912929 0.880724 0.896537 272
mergec pubstr 0.5 0.455082 0.767489 0.948394 0.793397 0.863999 312
center pubstr 0.5 0.310824 0.680453 0.966859 0.580937 0.725786 405
part pubtitles 0.5 0.694291 0.881937 0.866501 0.870075 0.868284 235
mergec pubtitles 0.5 0.649281 0.866878 0.904089 0.855698 0.879228 247
center pubtitles 0.5 0.583171 0.838506 0.904101 0.811502 0.855302 266
part pubvenues 0.5 0.161479 0.299538 0.743044 0.57561 0.648697 243
mergec pubvenues 0.5 0.122826 0.252216 0.829788 0.528455 0.645696 269
center pubvenues 0.5 0.085616 0.204563 0.845057 0.455285 0.591754 313
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.6 0.061481 0.133977 0.955084 0.478992 0.63801 523
mergec pubauthors 0.6 0.053215 0.122616 0.961275 0.452381 0.615231 553
center pubauthors 0.6 0.048526 0.114844 0.974253 0.441176 0.607332 568
part pubstr 0.6 0.342118 0.70088 0.924943 0.78328 0.848238 379
mergec pubstr 0.6 0.268298 0.643915 0.971386 0.614483 0.752774 444
center pubstr 0.6 0.208116 0.592848 0.968993 0.50852 0.667002 527
part pubtitles 0.6 0.559237 0.837345 0.919554 0.838126 0.876954 277
mergec pubtitles 0.6 0.531926 0.830954 0.921527 0.826944 0.871677 289
center pubtitles 0.6 0.502557 0.814957 0.923086 0.79819 0.856106 300
part pubvenues 0.6 0.086501 0.199414 0.827089 0.554472 0.663883 302
mergec pubvenues 0.6 0.068884 0.171421 0.886682 0.505691 0.644062 326
center pubvenues 0.6 0.049211 0.136363 0.926585 0.409756 0.568229 363
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.7 0.028989 0.073077 0.954715 0.420168 0.583527 605
mergec pubauthors 0.7 0.026946 0.068936 0.97479 0.410364 0.57758 614
center pubauthors 0.7 0.025278 0.065302 0.98366 0.406162 0.574931 620
part pubstr 0.7 0.197239 0.586386 0.970768 0.559638 0.70998 550
mergec pubstr 0.7 0.17636 0.556726 0.973636 0.505857 0.665797 584
center pubstr 0.7 0.151531 0.525854 0.986037 0.423855 0.592864 642
part pubtitles 0.7 0.402265 0.737123 0.922908 0.765176 0.836673 339
mergec pubtitles 0.7 0.397286 0.736591 0.922908 0.764643 0.836354 343
center pubtitles 0.7 0.393655 0.734113 0.923561 0.759318 0.833425 345
part pubvenues 0.7 0.041665 0.120543 0.893115 0.439024 0.588676 379
mergec pubvenues 0.7 0.035651 0.106953 0.894574 0.413008 0.565114 393
center pubvenues 0.7 0.0266 0.08569 0.928792 0.333333 0.490597 422
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.8 0.004773 0.013304 0.987162 0.369748 0.537989 669
mergec pubauthors 0.8 0.004773 0.013304 0.987162 0.369748 0.537989 669
center pubauthors 0.8 0.004773 0.013304 0.987162 0.369748 0.537989 669
part pubstr 0.8 0.123913 0.480248 0.972014 0.421725 0.588235 717
mergec pubstr 0.8 0.118324 0.46946 0.971335 0.411076 0.577675 734
center pubstr 0.8 0.11079 0.456335 0.986677 0.373269 0.541634 762
part pubtitles 0.8 0.352231 0.702559 0.930076 0.730032 0.818001 369
mergec pubtitles 0.8 0.352231 0.702559 0.930076 0.730032 0.818001 369
center pubtitles 0.8 0.352231 0.702559 0.930076 0.730032 0.818001 369
part pubvenues 0.8 0.018764 0.064745 0.946206 0.312195 0.469486 452
mergec pubvenues 0.8 0.017883 0.062795 0.946206 0.292683 0.447075 460
center pubvenues 0.8 0.016037 0.057292 0.942721 0.273171 0.423597 468
Algorithm Table Threshold PCPr CPr Pr Re F1 Cluster #
part pubauthors 0.9 0.002761 0.007915 0.985061 0.357143 0.524224 688
mergec pubauthors 0.9 0.002761 0.007915 0.985061 0.357143 0.524224 688
center pubauthors 0.9 0.002761 0.007915 0.985061 0.357143 0.524224 688
part pubstr 0.9 0.088412 0.409084 0.994335 0.337593 0.504052 856
mergec pubstr 0.9 0.087235 0.405527 0.994335 0.335463 0.501674 860
center pubstr 0.9 0.086905 0.405398 0.994335 0.334931 0.501079 863
part pubtitles 0.9 0.344085 0.69933 0.929958 0.726305 0.815611 376
mergec pubtitles 0.9 0.344085 0.69933 0.929958 0.726305 0.815611 376
center pubtitles 0.9 0.344085 0.69933 0.929958 0.726305 0.815611 376
part pubvenues 0.9 0.002819 0.010845 0.955118 0.253659 0.400858 504
mergec pubvenues 0.9 0.002608 0.010075 0.955118 0.250407 0.396786 506
center pubvenues 0.9 0.002497 0.009684 0.955118 0.250407 0.396786 508