Command-line: "/users/deepmish/SimPoint/bin/simpoint -maxK 10 -fixedLength off -numInitSeeds 10 -loadFVFile /dev/shm/baseline/community/fingerprint/bbfp -saveSimpoints /dev/shm/baseline/community/simpoints/opt.p -saveSimpointWeights /dev/shm/baseline/community/simpoints/opt.w -saveVectorWeights /dev/shm/baseline/community/simpoints/vector.w -saveLabels /dev/shm/baseline/community/simpoints/opt.l -coveragePct .99" Using these options (*** indicates user-specified option): *** -loadFVFile : /dev/shm/baseline/community/fingerprint/bbfp -k : search -iters : 100 -dim : 15 *** -maxK : 10 *** -numInitSeeds : 10 *** -coveragePct : 0.99 -bicThreshold : 0.9 -saveAll : false -initkm : samp *** -saveLabels : /dev/shm/baseline/community/simpoints/opt.l *** -saveSimpoints : /dev/shm/baseline/community/simpoints/opt.p *** -saveSimpointWeights : /dev/shm/baseline/community/simpoints/opt.w *** -saveVectorWeights : /dev/shm/baseline/community/simpoints/vector.w -saveInitCtrs : -saveFinalCtrs : -saveVectorsTxtFmt : -saveVectorsBinFmt : -saveProjMatrixTxtFmt : -saveProjMatrixBinFmt : -loadVectorsTxtFmt : -loadVectorsBinFmt : -loadProjMatrixTxtFmt : -loadProjMatrixBinFmt : -loadInitCtrs : -loadInitLabels : -loadVectorWeights : -inputVectorsGzipped : false *** -fixedLength : off -numFVs : -1 -FVDim : -1 -sampleSize : -1 -seedkm : 493575226 -seedproj : 2042712918 -seedsample : 385089224 -verbose : 0 ------------------------------------------------------------- Loading data from frequency vector file '/dev/shm/baseline/community/fingerprint/bbfp' (size: 117x3652) Created random projection matrix (size: 3652x15) Loaded and projected frequency vector file Saving weights of each input vector to file '/dev/shm/baseline/community/simpoints/vector.w' Searching for best clustering for k <= 10 -------------------------------------------------------------- Run number 1 of at most 6, k = 1 -------------------------------------------------------------- -------------------------------------------------------------- Initialization seed trial #1 of 10; initialization seed = 493575226 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #2 of 10; initialization seed = 493575227 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #3 of 10; initialization seed = 493575228 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #4 of 10; initialization seed = 493575229 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #5 of 10; initialization seed = 493575230 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #6 of 10; initialization seed = 493575231 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #7 of 10; initialization seed = 493575232 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #8 of 10; initialization seed = 493575233 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #9 of 10; initialization seed = 493575234 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 -------------------------------------------------------------- Initialization seed trial #10 of 10; initialization seed = 493575235 -------------------------------------------------------------- Initialized k-means centers using random sampling: 1 centers Number of k-means iterations performed: 1 BIC score: 1227.01 Distortion: 24.3036 Distortions/cluster: 24.3036 Variance: 0.209514 Variances/cluster: 0.209514 The best initialization seed trial was #1 -------------------------------------------------------------- Run number 2 of at most 6, k = 10 -------------------------------------------------------------- -------------------------------------------------------------- Initialization seed trial #1 of 10; initialization seed = 493575236 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 3 BIC score: 7140.57 Distortion: 0.0153541 Distortions/cluster: 0 3.6259e-10 0.00538816 1.20366e-35 0.00504491 0.00101054 9.61709e-05 0 0.00331495 0.000499359 Variance: 0.000143496 Variances/cluster: 0 9.06509e-12 0.000316962 0 0.00515337 0.000202115 5.65732e-06 0 0.000165547 7.13398e-05 -------------------------------------------------------------- Initialization seed trial #2 of 10; initialization seed = 493575237 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 4 BIC score: 5149.92 Distortion: 0.147841 Distortions/cluster: 1.1805e-10 2.24058e-05 0 0 0.00284717 0.0113688 0.133596 1.44751e-10 6.76782e-06 0 Variance: 0.00138169 Variances/cluster: 5.36612e-12 3.73445e-06 0 0 0.000472572 0.000299189 0.0675095 8.51507e-12 4.23004e-07 0 -------------------------------------------------------------- Initialization seed trial #3 of 10; initialization seed = 493575238 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 8 BIC score: 6450.96 Distortion: 0.0352106 Distortions/cluster: 0.0296663 7.70345e-33 0.00504491 7.38319e-11 1.20366e-35 3.17398e-11 4.24092e-11 0 0.000499359 0 Variance: 0.000329071 Variances/cluster: 0.000470723 7.70399e-33 0.00515337 4.10192e-12 0 3.96763e-12 4.24108e-12 0 7.13398e-05 0 -------------------------------------------------------------- Initialization seed trial #4 of 10; initialization seed = 493575239 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 4 BIC score: 5336.83 Distortion: 0.118676 Distortions/cluster: 0.00504491 3.72736e-11 1.53948e-11 7.47788e-11 0 0.0998187 0.0133132 9.62931e-35 3.87242e-11 0.000499359 Variance: 0.00110912 Variances/cluster: 0.00515337 3.38864e-12 3.84888e-12 7.47816e-12 0 0.00475345 0.000316804 9.62999e-35 3.87257e-12 7.13398e-05 -------------------------------------------------------------- Initialization seed trial #5 of 10; initialization seed = 493575240 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 2 BIC score: 5438.07 Distortion: 0.106094 Distortions/cluster: 0.00170122 0.0977346 6.76782e-06 0 0.00101054 0 9.61709e-05 0.000499359 3.6259e-10 0.00504491 Variance: 0.000991529 Variances/cluster: 0.000562406 0.0054299 4.23004e-07 0 0.000202115 0 5.65732e-06 7.13398e-05 9.06509e-12 0.00515337 -------------------------------------------------------------- Initialization seed trial #6 of 10; initialization seed = 493575241 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 2 BIC score: 5430.16 Distortion: 0.107836 Distortions/cluster: 0.00504491 3.6259e-10 0 2.24058e-05 6.76782e-06 0 0 0.0998187 0.00284717 9.61709e-05 Variance: 0.00100781 Variances/cluster: 0.00515337 9.06509e-12 0 3.73445e-06 4.23004e-07 0 0 0.00475345 0.000472572 5.65732e-06 -------------------------------------------------------------- Initialization seed trial #7 of 10; initialization seed = 493575242 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 3 BIC score: 6914.49 Distortion: 0.0198062 Distortions/cluster: 0.00315286 0 1.38451e-10 6.76782e-06 1.29492e-10 0.0111023 0 0.000499359 1.20366e-35 0.00504491 Variance: 0.000185105 Variances/cluster: 0.000448819 0 5.53824e-12 4.23004e-07 9.24975e-12 0.000300074 0 7.13398e-05 0 0.00515337 -------------------------------------------------------------- Initialization seed trial #8 of 10; initialization seed = 493575243 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 6 BIC score: 5354.67 Distortion: 0.113169 Distortions/cluster: 1.13744e-11 0.0035027 0.000499359 0.00638765 9.48586e-12 0.00504491 3.03227e-11 0.0977346 1.18708e-10 0 Variance: 0.00105766 Variances/cluster: 1.89581e-12 0.000152296 7.13398e-05 0.000303823 1.58104e-12 0.00515337 2.75672e-12 0.0054299 8.47945e-12 0 -------------------------------------------------------------- Initialization seed trial #9 of 10; initialization seed = 493575244 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 4 BIC score: 6949.97 Distortion: 0.018696 Distortions/cluster: 0.00504491 2.17532e-10 1.20366e-35 0.000117851 9.61709e-05 0.00655002 0.000499359 0.00638765 0 4.91754e-11 Variance: 0.000174729 Variances/cluster: 0.00515337 8.36693e-12 0 5.89273e-05 5.65732e-06 0.000327513 7.13398e-05 0.000303823 0 3.78287e-12 -------------------------------------------------------------- Initialization seed trial #10 of 10; initialization seed = 493575245 -------------------------------------------------------------- Initialized k-means centers using random sampling: 10 centers Number of k-means iterations performed: 4 BIC score: 6191.68 Distortion: 0.0452582 Distortions/cluster: 0.000499359 1.20366e-35 0.00108986 0.00504491 3.00916e-36 0.035674 6.76782e-06 0.00284717 9.61709e-05 0 Variance: 0.000422974 Variances/cluster: 7.13398e-05 0 5.73631e-05 0.00515337 0 0.000870128 4.23004e-07 0.000472572 5.65732e-06 0 The best initialization seed trial was #1 -------------------------------------------------------------- Run number 3 of at most 6, k = 5 -------------------------------------------------------------- -------------------------------------------------------------- Initialization seed trial #1 of 10; initialization seed = 493575246 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 5 BIC score: 5343.35 Distortion: 0.163761 Distortions/cluster: 0.133596 3.6259e-10 0 0.000499359 0.0296663 Variance: 0.00146216 Variances/cluster: 0.0675095 9.06509e-12 0 7.13398e-05 0.000470723 -------------------------------------------------------------- Initialization seed trial #2 of 10; initialization seed = 493575247 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 8 BIC score: 5343.35 Distortion: 0.163761 Distortions/cluster: 0.000499359 0.133596 3.6259e-10 0.0296663 0 Variance: 0.00146216 Variances/cluster: 7.13398e-05 0.0675095 9.06509e-12 0.000470723 0 -------------------------------------------------------------- Initialization seed trial #3 of 10; initialization seed = 493575248 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 7 BIC score: 5343.35 Distortion: 0.163761 Distortions/cluster: 0 0.133596 0.000499359 0.0296663 3.6259e-10 Variance: 0.00146216 Variances/cluster: 0 0.0675095 7.13398e-05 0.000470723 9.06509e-12 -------------------------------------------------------------- Initialization seed trial #4 of 10; initialization seed = 493575249 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 3 BIC score: 5361.66 Distortion: 0.15435 Distortions/cluster: 0.00504491 0.035674 0.000499359 0.0133132 0.0998187 Variance: 0.00137813 Variances/cluster: 0.00515337 0.000870128 7.13398e-05 0.000316804 0.00475345 -------------------------------------------------------------- Initialization seed trial #5 of 10; initialization seed = 493575250 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 4 BIC score: 5178.85 Distortion: 0.189632 Distortions/cluster: 0.000499359 0.035674 0.00655002 0.0133132 0.133596 Variance: 0.00169315 Variances/cluster: 7.13398e-05 0.000870128 0.000327513 0.000316804 0.0675095 -------------------------------------------------------------- Initialization seed trial #6 of 10; initialization seed = 493575251 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 2 BIC score: 4984.6 Distortion: 0.238301 Distortions/cluster: 0.00655002 0.000499359 0.035674 1.20366e-35 0.195578 Variance: 0.00212769 Variances/cluster: 0.000327513 7.13398e-05 0.000870128 0 0.0044447 -------------------------------------------------------------- Initialization seed trial #7 of 10; initialization seed = 493575252 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 2 BIC score: 5335.89 Distortion: 0.158561 Distortions/cluster: 0.00504491 0.035674 0.107958 0.00938424 0.000499359 Variance: 0.00141572 Variances/cluster: 0.00515337 0.000870128 0.0028411 0.000375007 7.13398e-05 -------------------------------------------------------------- Initialization seed trial #8 of 10; initialization seed = 493575253 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 3 BIC score: 5335.43 Distortion: 0.159031 Distortions/cluster: 0.111425 0.00638765 0.035674 0.000499359 0.00504491 Variance: 0.00141992 Variances/cluster: 0.00265307 0.000303823 0.000870128 7.13398e-05 0.00515337 -------------------------------------------------------------- Initialization seed trial #9 of 10; initialization seed = 493575254 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 2 BIC score: 5335.89 Distortion: 0.158561 Distortions/cluster: 0.00504491 0.035674 0.00938424 0.000499359 0.107958 Variance: 0.00141572 Variances/cluster: 0.00515337 0.000870128 0.000375007 7.13398e-05 0.0028411 -------------------------------------------------------------- Initialization seed trial #10 of 10; initialization seed = 493575255 -------------------------------------------------------------- Initialized k-means centers using random sampling: 5 centers Number of k-means iterations performed: 4 BIC score: 3676.06 Distortion: 1.08758 Distortions/cluster: 1.08758 7.38319e-11 4.24092e-11 6.90861e-11 0 Variance: 0.00971055 Variances/cluster: 0.0146968 4.10192e-12 4.24108e-12 6.90888e-12 0 The best initialization seed trial was #4 -------------------------------------------------------------- Run number 4 of at most 6, k = 7 -------------------------------------------------------------- -------------------------------------------------------------- Initialization seed trial #1 of 10; initialization seed = 493575256 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 3 BIC score: 6859.84 Distortion: 0.0254075 Distortions/cluster: 0.00655002 0.000499359 0 1.20366e-35 0.0133132 0.00504491 3.6259e-10 Variance: 0.000230978 Variances/cluster: 0.000327513 7.13398e-05 0 0 0.000316804 0.00515337 9.06509e-12 -------------------------------------------------------------- Initialization seed trial #2 of 10; initialization seed = 493575257 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 2 BIC score: 5523.54 Distortion: 0.113169 Distortions/cluster: 0.0035027 3.6259e-10 0.0977346 0.00638765 0.000499359 0 0.00504491 Variance: 0.00102881 Variances/cluster: 0.000152296 9.06509e-12 0.0054299 0.000303823 7.13398e-05 0 0.00515337 -------------------------------------------------------------- Initialization seed trial #3 of 10; initialization seed = 493575258 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 4 BIC score: 6113.14 Distortion: 0.0594925 Distortions/cluster: 0.0139849 1.2338e-35 0.00504491 0.000499359 1.20366e-35 0.035674 0.00428942 Variance: 0.000540841 Variances/cluster: 0.000341106 4.93558e-34 0.00515337 7.13398e-05 0 0.000870128 0.000214479 -------------------------------------------------------------- Initialization seed trial #4 of 10; initialization seed = 493575259 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 2 BIC score: 5485.89 Distortion: 0.119661 Distortions/cluster: 0.00504491 3.6259e-10 0.00300551 0.000499359 0.107958 0.00315286 0 Variance: 0.00108782 Variances/cluster: 0.00515337 9.06509e-12 0.000176801 7.13398e-05 0.0028411 0.000448819 0 -------------------------------------------------------------- Initialization seed trial #5 of 10; initialization seed = 493575260 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 4 BIC score: 4657.77 Distortion: 0.313037 Distortions/cluster: 0 5.92284e-11 8.62248e-12 6.90861e-11 2.54877e-11 0.312537 0.000499359 Variance: 0.00284579 Variances/cluster: 0 3.70192e-12 2.15571e-12 6.90888e-12 3.64125e-12 0.00473529 7.13398e-05 -------------------------------------------------------------- Initialization seed trial #6 of 10; initialization seed = 493575261 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 3 BIC score: 5516 Distortion: 0.115504 Distortions/cluster: 0.0998187 0.000499359 0.00729361 0.00284717 0.00504491 3.6259e-10 0 Variance: 0.00105003 Variances/cluster: 0.00475345 7.13398e-05 0.000208396 0.000472572 0.00515337 9.06509e-12 0 -------------------------------------------------------------- Initialization seed trial #7 of 10; initialization seed = 493575262 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 2 BIC score: 5045.99 Distortion: 0.202627 Distortions/cluster: 0.195578 0 1.20366e-35 0.000499359 3.6259e-10 0 0.00655002 Variance: 0.00184207 Variances/cluster: 0.0044447 0 0 7.13398e-05 9.06509e-12 0 0.000327513 -------------------------------------------------------------- Initialization seed trial #8 of 10; initialization seed = 493575263 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 3 BIC score: 6120.37 Distortion: 0.0581677 Distortions/cluster: 0.00655002 0.00504491 1.20366e-35 0.000944171 0.00945523 0.035674 0.000499359 Variance: 0.000528797 Variances/cluster: 0.000327513 0.00515337 0 0.000188841 0.000262472 0.000870128 7.13398e-05 -------------------------------------------------------------- Initialization seed trial #9 of 10; initialization seed = 493575264 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 5 BIC score: 5299.7 Distortion: 0.1476 Distortions/cluster: 0.00236112 0.000499359 0.0977346 0.035674 0.00504491 0.00628581 0 Variance: 0.00134182 Variances/cluster: 0.000295151 7.13398e-05 0.0054299 0.000870128 0.00515337 0.000179473 0 -------------------------------------------------------------- Initialization seed trial #10 of 10; initialization seed = 493575265 -------------------------------------------------------------- Initialized k-means centers using random sampling: 7 centers Number of k-means iterations performed: 3 BIC score: 5511.37 Distortion: 0.118676 Distortions/cluster: 0.000499359 0.00504491 0.0133132 0.0998187 0 0 3.6259e-10 Variance: 0.00107887 Variances/cluster: 7.13398e-05 0.00515337 0.000316804 0.00475345 0 0 9.06509e-12 The best initialization seed trial was #1 -------------------------------------------------------------- Run number 5 of at most 6, k = 6 -------------------------------------------------------------- -------------------------------------------------------------- Initialization seed trial #1 of 10; initialization seed = 493575266 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 5322.64 Distortion: 0.151178 Distortions/cluster: 0.0998187 0.000499359 0.00729361 0.00284717 0.00504491 0.035674 Variance: 0.00136196 Variances/cluster: 0.00475345 7.13398e-05 0.000208396 0.000472572 0.00515337 0.000870128 -------------------------------------------------------------- Initialization seed trial #2 of 10; initialization seed = 493575267 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 2 BIC score: 5079.86 Distortion: 0.213412 Distortions/cluster: 0.212912 0 1.20366e-35 0.000499359 3.6259e-10 0 Variance: 0.00192263 Variances/cluster: 0.00327549 0 0 7.13398e-05 9.06509e-12 0 -------------------------------------------------------------- Initialization seed trial #3 of 10; initialization seed = 493575268 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 6132.95 Distortion: 0.0610815 Distortions/cluster: 0.00655002 0.00504491 1.20366e-35 0.000499359 0.0133132 0.035674 Variance: 0.000550284 Variances/cluster: 0.000327513 0.00515337 0 7.13398e-05 0.000316804 0.000870128 -------------------------------------------------------------- Initialization seed trial #4 of 10; initialization seed = 493575269 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 5 BIC score: 5323.75 Distortion: 0.150769 Distortions/cluster: 0.00236112 0.000499359 0.0977346 0.035674 0.00504491 0.00945523 Variance: 0.00135828 Variances/cluster: 0.000295151 7.13398e-05 0.0054299 0.000870128 0.00515337 0.000262472 -------------------------------------------------------------- Initialization seed trial #5 of 10; initialization seed = 493575270 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 5323.57 Distortion: 0.15435 Distortions/cluster: 0.000499359 0.00504491 0.0133132 0.0998187 0 0.035674 Variance: 0.00139054 Variances/cluster: 7.13398e-05 0.00515337 0.000316804 0.00475345 0 0.000870128 -------------------------------------------------------------- Initialization seed trial #6 of 10; initialization seed = 493575271 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 5 BIC score: 4727.59 Distortion: 0.295896 Distortions/cluster: 0.000499359 0.195578 7.38319e-11 0.0998187 0 1.81715e-10 Variance: 0.00266573 Variances/cluster: 7.13398e-05 0.0044447 4.10192e-12 0.00475345 0 8.65343e-12 -------------------------------------------------------------- Initialization seed trial #7 of 10; initialization seed = 493575272 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 6122.85 Distortion: 0.0616251 Distortions/cluster: 0.035674 0.00903804 0.000499359 0.0113688 1.20366e-35 0.00504491 Variance: 0.000555181 Variances/cluster: 0.000870128 0.000376206 7.13398e-05 0.000299189 0 0.00515337 -------------------------------------------------------------- Initialization seed trial #8 of 10; initialization seed = 493575273 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 5479.92 Distortion: 0.134242 Distortions/cluster: 0.00504491 2.24058e-05 0 3.6259e-10 0 0.129174 Variance: 0.00120938 Variances/cluster: 0.00515337 3.73445e-06 0 9.06509e-12 0 0.00201763 -------------------------------------------------------------- Initialization seed trial #9 of 10; initialization seed = 493575274 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 4 BIC score: 6652.12 Distortion: 0.0352106 Distortions/cluster: 0.0296663 0 0.00504491 0.000499359 3.6259e-10 1.20366e-35 Variance: 0.000317213 Variances/cluster: 0.000470723 0 0.00515337 7.13398e-05 9.06509e-12 0 -------------------------------------------------------------- Initialization seed trial #10 of 10; initialization seed = 493575275 -------------------------------------------------------------- Initialized k-means centers using random sampling: 6 centers Number of k-means iterations performed: 3 BIC score: 6652.12 Distortion: 0.0352106 Distortions/cluster: 0.000499359 0.0296663 0.00504491 3.6259e-10 1.20366e-35 0 Variance: 0.000317213 Variances/cluster: 7.13398e-05 0.000470723 0.00515337 9.06509e-12 0 0 The best initialization seed trial was #9 ------------------------------------------------------------------ ------------------------------------------------------------------ Post-processing runs ------------------------------------------------------------------ ------------------------------------------------------------------ For the BIC threshold, the best clustering was run 5 (k = 6) Post-processing run 5 (k = 6) Saving labels and distance from center of each input vector to file '/dev/shm/baseline/community/simpoints/opt.l' Saving simpoints of all non-empty clusters to file '/dev/shm/baseline/community/simpoints/opt.p' Saving simpoints of largest clusters making up proportion 0.99 of all weights to file '/dev/shm/baseline/community/simpoints/opt.p.lpt0.99' Saving weights of all non-empty clusters to file '/dev/shm/baseline/community/simpoints/opt.w' Saving weights of largest clusters making up proportion 0.99 of all weights to file '/dev/shm/baseline/community/simpoints/opt.w.lpt0.99'