Algorithm-ExpectationMaximization

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examples/mydatafile1.dat  view on Meta::CPAN

#Data generated from the parameter file: param1.txt
#Total number of data points in this file: 200
#Prior class probabilities for this data: 0.34 0.33 0.33
b7 12.0139868685335 7.26532403354397 
c48 14.5956602173099 16.9173059709055 
c25 13.3736411032439 19.8635149626394 
a66 14.2822693668088 14.8989591175652 
b37 18.4480042423072 23.7607951967028 
c56 11.2394095346881 24.1827601148688 
b49 12.9648390905898 9.21796779280094 
c66 9.3152427906739 28.6133389781757 
c37 16.4364538846414 12.5557474690544 
b30 13.7725864733144 12.2873339827512 
b14 11.2324026046286 6.50236794540489 
c11 16.3490804511861 13.1700265144522 
a0 20.1813723455291 17.3387895159539 
b3 11.2577544776289 4.93801170285768 
c20 16.473612859651 12.0162996447562 

examples/mydatafile1.dat  view on Meta::CPAN

c45 17.1461166002657 12.1372688579069 
b51 10.6918048530873 4.8788664851349 
b39 14.1263937351885 12.0940595621215 
a63 14.0347728790463 14.4066888980072 
c6 19.6979080384709 3.92567685999419 
a54 8.58495386268275 12.482809097245 
a28 14.5754074733559 14.710533246417 
a26 19.5563266197453 17.180682007644 
b6 13.110472790871 10.716409120544 
b40 17.6720912583713 21.7515781007068 
b48 14.6259902000524 14.8719525494594 
c7 13.5484880349346 18.9681850954657 
a31 23.4720855020685 19.1186385937996 
c67 17.6885996363622 7.50896644331877 
a9 24.4673583834556 18.4260551467615 
b33 18.934787515674 22.9952751122577 
c34 15.7924435118019 14.231214414496 
c42 16.4589031034564 11.8774993581467 
c4 14.9584655176446 13.8063154002999 
c53 15.0660367955519 15.4100956221476 
a12 13.881872663851 13.507996594437 

examples/mydatafile1.dat  view on Meta::CPAN

a43 26.8246496248119 20.1477107436133 
b66 10.7056516847612 3.81005108146398 
b18 15.9435909172387 17.9210462133477 
a20 16.6420012731507 14.8245827665155 
c3 12.4071910734537 19.3467060055056 
c12 15.5739204542603 11.6209583748612 
b34 15.2649499097016 16.0506533728989 
a57 12.5409030537133 14.1550317566792 
c8 18.7138485447762 7.07885584711798 
a11 2.20123031077055 9.37940756696693 
a24 21.7839756643744 16.9040724801506 
c17 11.1008361330988 22.4655326716182 
a36 18.1706470517844 16.0705915017601 
a6 13.7800847253247 14.1901743876703 
c15 18.5459665851558 5.34060876913554 
a42 12.9129596161443 13.6121015429721 
c33 12.1224716204091 20.116065371847 
a29 17.3672111259036 15.751352982868 
c14 15.4441253515913 15.659998688795 
b11 17.1047448382087 20.7192585046715 
c19 11.9947509097398 20.9487868367317 

examples/mydatafile2.dat  view on Meta::CPAN

b91 11.4847379641223 16.7087324574159 
a78 2.44568567145854 4.67035755937519 
b5 16.8040068612875 12.9165983920196 
a76 1.29276332304859 5.26964541508304 
b2 15.150970849937 13.2812449673319 
a24 5.40507111637746 6.3993926856252 
a47 5.77312444990763 6.06517675550473 
a49 5.30486018265004 6.19691487984232 
b41 16.0765939544825 15.660422209056 
b77 11.70211395204 14.2171547526465 
a57 7.32935330324955 5.19952773844646 
b45 13.0127130326149 17.3705177883919 
a77 4.62435791878606 6.02268119819653 
a13 2.86487147501919 2.51803376041787 
b98 11.310368088593 13.0119069718271 
b30 13.8679456904918 15.8613134164006 
a66 4.24305306584823 5.62014172158023 
b59 13.7742191108874 11.5952029116898 
b92 14.6135617451743 19.5333457002156 
b25 17.7223332191926 14.5991178773658 
b33 16.6050897901779 15.2839740233215 
a5 4.18999997763811 5.36005576260001 
a85 3.69248048569142 2.95653446114344 
a86 9.81179828736546 6.96104052472807 
a72 2.55413670863068 5.23743727914662 
b36 19.5507000661194 13.0269323125871 
b67 14.7829157954667 17.7264249097139 
b48 15.0868628552189 13.9636055651672 
a87 3.57155593520282 1.51017563485861 
b89 21.0865504203589 14.9832620835363 
a11 1.39966876852689 5.25142159487188 
b52 17.1660623166134 14.3060404199907 
a8 7.3146069452951 3.65024782017125 
a1 5.43153668617928 5.68752246603649 

examples/mydatafile2.dat  view on Meta::CPAN

a67 3.00210347421128 5.57657756525429 
b99 16.0018626306163 13.1195488480123 
b65 15.0077381717401 16.1842621780335 
b66 12.9210829662659 16.0855726710134 
a83 6.15886123059172 3.65422619998551 
a88 2.7582006447137 5.20490548321827 
a15 4.15951337616089 5.47791794682157 
b20 16.9810783333905 16.5412560917596 
a54 4.93202948822795 7.161314551898 
a73 5.17237153484764 5.18709548289554 
a0 5.29408052441091 7.56916485467964 
b11 15.6617967797018 13.1694793613421 
b79 12.0032346417393 12.4112267624073 
a70 3.42156429476262 7.77885025384318 
a17 7.90261525693772 3.96520446816908 
a42 2.06819502712134 6.04989650677365 
b38 17.6770792402504 12.4325189210565 
b3 12.4690003738761 16.7190999661555 
a6 0.475612284550448 4.12075044110265 
b72 15.0433671834821 12.2285139483493 
b58 11.8378774144185 15.4390428470731 

examples/mydatafile2.dat  view on Meta::CPAN

a41 4.62783991996292 6.24079852778586 
b80 15.5612901732431 17.3402414134446 
b69 14.7859207655409 12.6013992953484 
b73 11.9660068241841 13.1435879882376 
b87 15.5795883160082 11.6928510203349 
b29 15.6826847897186 12.9300304730376 
a84 5.10084306804131 1.97635438782132 
b6 12.6912762730348 15.4849571785082 
a35 9.06062397325361 5.01988754589406 
b93 15.8774421324548 17.3093215017036 
a37 3.80824227385117 2.44289023935715 
b61 14.2632040367644 16.3862817393754 

examples/mydatafile3.dat  view on Meta::CPAN

b51 18.2407874965263 21.3218240820281 
c64 20.2786503900094 3.88154893743435 
a19 21.9392104647274 3.35037009717703 
c22 16.1202258671932 13.148738450974 
c61 13.5488492228199 19.3800613382461 
b60 14.9598212163829 15.4584415898471 
a58 13.6300800054659 4.75724428727248 
b30 14.7486145959755 14.9506316643993 
c33 15.8479580081647 14.6207812980667 
c29 16.4108841130383 11.4090166511832 
a50 18.0032462618756 3.16575454850563 
b18 16.1369289256895 17.2129463077676 
a48 16.5384657558614 4.41021844996953 
c51 14.8631002480014 14.7320528959936 
a60 10.2760733830659 4.3796035732539 
b2 16.5283765072044 19.532106816733 
c7 13.9657507013934 17.0286724134174 
b39 17.0393315355432 18.4805380979992 
b7 12.6365410876011 10.6847723278319 
b50 12.1157419446904 9.12308197017242 
a15 3.72257449817426 4.70158906456008 
c60 15.815556747578 13.4466009544522 
b55 15.5610260708303 14.8276536608795 
b44 12.5734652847473 8.35181442417298 
a30 17.9972364565413 5.21024933529671 
a34 11.4039179614641 4.88036164450661 
c39 16.0684182163736 12.9385917676362 
b26 15.682357961112 14.5943578562479 
a21 12.1244985295959 5.24985472415925 
c14 15.0815468938433 15.0950978498921 
b35 16.7540624378243 19.5555168689177 
c54 20.9992831022357 0.113526602608324 
c45 16.1264678388622 11.3401229425953 
c41 15.2605310833197 14.1267705775643 
b66 15.1560395835959 16.3128755049014 
b12 15.0428203762782 13.3248036851847 
b1 13.6259615854788 10.0028884563992 
c67 16.9357233003744 8.91503998398739 
a40 13.8677434026565 3.31404588143962 
b65 17.2103687547629 21.6374436877417 
b32 10.9725423813901 3.47498822975046 

examples/mydatafile3.dat  view on Meta::CPAN

c17 12.6520008530487 20.3639409309883 
b61 15.3028090916612 14.1806816198632 
c47 16.5829073096687 13.382376316666 
c63 12.6180634910447 21.7139991282152 
c13 13.5859682234401 21.3529614338988 
b36 15.7928770497989 15.2760678359128 
a66 11.4003032749886 3.24416551265821 
b47 16.6763559930798 19.003223580185 
a0 11.9933287770597 2.00188817387673 
b38 18.5194774145325 21.5656703721216 
a49 13.9634594393871 8.03242656982324 
c19 16.9178682225075 10.9452509090535 
c31 17.8538426452703 9.91812219142015 
c20 13.5635076675608 15.8943927753352 
c36 18.8941157976284 6.32095342957002 
a47 21.64763782545 5.13707455840924 
c55 13.9043498397872 18.4418567394328 
b54 16.937011673688 21.560118204451 
b4 13.1052223202099 12.4919469873265 
c15 16.593511307739 10.7325822636115 
a31 14.8266206367189 5.29190975116052 
a32 9.31217444873603 3.90808336056002 
b8 11.9808625678058 7.15466824574305 
b19 16.9730893795459 19.3362071235785 
a45 14.4439769850544 3.30994094017981 
c16 16.6847098447972 11.7434047076771 

examples/mydatafile4.dat  view on Meta::CPAN

a65 6.14954722331648 -4.20084565893199 6.13061085566228 
b28 19.1911742935175 0.223317411908623 -3.11788739481805 
a51 2.39536421828885 -7.14107454859 5.81826927142201 
c22 34.3211696220873 -0.0850028789873608 -3.94588946057675 
a59 4.67835455073413 -8.0799858558356 0.880259477119652 
b56 20.8488453620042 9.52635086907767 -2.29440203906722 
b21 20.7391617941568 -2.59978185706387 2.64162526599291 
a9 3.15693004480207 2.04297384692918 -9.81284872859261 
b3 23.5152857214413 -0.121180307682117 -9.26782797426429 
a4 7.08609472691098 -2.7691725851148 -3.42269173141962 
b55 21.0032471257385 2.11046912037769 3.57384416885092 
b64 19.9241968887412 4.50893954159958 8.38294639442589 
c19 38.6677262828796 -4.63059840856761 -12.1776470389879 
c24 35.3002463756547 0.530617290652357 2.08343433380987 
c38 35.6772815221932 5.44492941973073 7.82543499585283 
b65 21.1125007977226 -2.13642407297879 8.42560459267285 
b48 18.7321637213225 10.780961837184 -3.03108279135987 
c51 35.7337254785193 -17.8630993890851 7.12112776352767 
c7 35.3969329377076 -2.1140306621977 -8.741719835471 
a25 3.61839205373031 11.7310895338951 -4.84643896834976 
b18 22.1039174693562 8.65508243615369 15.6511990363652 
a52 5.8733564760788 -4.31390922920389 -3.04145051533242 
c56 31.6047274080201 18.0504510947154 12.7484753401182 
b11 20.351599050873 7.74356192939287 0.528795558942287 
a49 3.08306051022602 -3.61575807239361 -8.70449291150834 
a64 4.6791767462392 -3.41073210005489 0.844845425192302 
b37 19.1399018929838 10.3374550911329 1.89462109908525 
c30 34.8716916407626 7.34472181072405 -5.01118604997689 
a57 4.37356651552724 7.74744052216864 -3.29098450693115 
a28 5.51250681723387 -2.43522938592533 -6.31308360233969 
c60 34.6589179083993 -4.89407762474279 -13.4025837901249 
c4 38.522083880273 13.0060292612897 3.70888763160772 
b24 20.7473442019612 -17.5828376175906 -4.94914894479775 
b31 18.9507892493244 -1.36977492081691 -1.05919578633558 
c18 36.3625377173583 -8.66283618576966 2.26130338413403 
c59 35.8374675158545 8.40306762778759 -10.3060410866874 
b20 17.9156055294558 -4.31946949705452 -7.84072824042393 
a20 2.41049023781362 10.3470818529849 2.60343043728367 
b43 17.797790434248 -4.06453316207326 -9.3525148483188 
a12 7.20953809321204 7.46001583619532 -2.40796030172403 
c34 33.8989299515977 -8.02675714707345 -15.1828784662626 

examples/mydatafile4.dat  view on Meta::CPAN

b38 21.8755716877228 16.8529269842958 -16.7287160872907 
b17 20.197334795915 -4.19235303061551 -5.22802193435702 
a46 4.77374850447659 11.2758777704883 -0.256312316758563 
b54 20.4896518580753 -4.59386419053778 4.13390180261295 
b41 18.0702138731724 -9.54252764030001 -1.20291834664266 
c27 35.59658353123 -5.27047948372608 10.9454733546542 
b63 21.0116648637045 -0.832537481556619 -16.7254475609113 
a44 4.44371707292406 -12.8750707560219 -4.86498359227705 
c14 36.4991335744096 -6.4264970006872 1.5157543044428 
a42 3.21090084455422 0.658733064162935 -2.91503995141833 
a67 4.25071218484114 -0.241298966457057 -2.48847361711449 
b26 21.3425690994695 -8.19290582605137 6.34179511144095 
c58 34.8295510533063 -6.23032902392558 -7.36622130092155 
c50 37.0880454150298 0.775419169382374 1.65290306134196 
a43 5.26543250611934 -2.28688927712944 6.30144010575861 
c64 36.2724242139811 2.24055021281157 -2.70718244753192 
c6 35.4958113964321 -0.727116288588072 -5.91989237175102 
a26 6.87910706536053 -3.62156860456024 2.52907225980947 
c67 34.5955923484872 7.48892138663725 6.274860439593 
a40 4.86345920911746 8.45670765982142 -18.6531862028294 
c9 36.9375039055208 5.09121928131815 -4.89589492047391 

examples/mydatafile4.dat  view on Meta::CPAN

a17 4.93212580421793 -9.66356146736345 6.30481810312765 
b30 19.1712840977074 -4.42211194735286 3.49260969136995 
c52 36.1029966591081 5.5636024979765 0.622202544764879 
c54 36.6045744407105 2.855085229219 15.1664626730525 
b50 18.9315995671347 1.40423492239901 17.0377242244591 
b61 17.9543743837258 -0.284781851533133 6.31501929542357 
b12 20.0026676030487 -0.38965594368927 -4.78272264540717 
a34 1.0530372360208 -5.1100973083586 7.956198623386 
c43 35.57488737647 -5.96075046272041 -3.1664752419335 
a27 4.76818441357579 -5.15722069022781 7.11224906141191 
c17 35.1960009241866 -8.83514210078597 -6.98776093450698 
c42 36.0195811182728 -6.75835074006969 -2.18133929171695 
b13 18.4067234220686 3.47168530179512 5.71138256366597 
c15 37.1899909706004 5.37957036106104 -8.53771303656026 
c46 34.3067972940575 -1.15282000997079 -4.05384323827208 
a14 5.71355495543516 8.40989815665719 -10.0714959906737 
a33 6.43995061287557 -1.17503886636895 -3.43061573568813 
a13 4.89319524467249 -13.0206005814637 -1.04116425633919 
a32 6.73189502273817 -4.71188167254849 -3.42515282093246 
c41 35.0312163134427 -6.40113717932395 -7.45219736255393 
b47 19.1403892894484 15.7558058247208 -4.63710058721422 

examples/mydatafile5.dat  view on Meta::CPAN

#Data generated from the parameter file: param5.txt
#Total number of data points in this file: 200
#Prior class probabilities for this data: 0.33 0.33 0.34
c13 17.0847758705321 -0.347892556550878 2.27490172795742 
a17 5.99802700785169 -12.2761642228248 -1.28222525445515 
a37 5.0062703478376 -4.90651737526858 1.99987539285767 
a26 5.68007228403552 1.05568251002859 -18.7133918662935 
c21 22.725737375426 1.55547446072454 -0.144247978073576 
b19 36.0019756400933 -10.955367456844 -30.5135300380512 
a31 7.23884900956303 5.31123572238824 0.0246116479963863 
b40 35.0963137968001 14.0570759818759 -13.0094768167084 
c20 16.5592213215648 -0.849544088934736 1.16864652913626 
c14 27.0330798889186 -3.24218960564767 1.40767643965452 
b2 33.7699955672615 1.26958305308088 1.68349071474744 
c61 27.6277325844947 2.15976040173801 -0.946551401336129 
b17 35.1086023911744 -8.47150091660341 -3.60907051999148 
a33 5.0840521754135 -11.6434210439622 10.7597718935942 
a0 6.47546803776553 -17.3550623204276 -8.10880016607028 

examples/mydatafile5.dat  view on Meta::CPAN

c11 19.7370991123261 -1.67257455686395 0.0554451522590775 
c66 15.4145057763721 -0.60663221047709 -1.79263864155484 
c10 38.8101927104216 -2.413275127716 -0.677839281658117 
c9 24.8215620207801 -1.38174883567617 0.267020743504081 
a64 6.46817601780122 -11.9198904676044 5.88392173297914 
a47 7.04507346694767 1.48301077348563 -0.0834949536234819 
b51 33.7080660751305 1.63764585964035 -10.7594164615295 
c45 33.8463878712074 -0.980250241825497 -0.551220171118346 
b64 34.590513201956 -11.7607476800697 -1.7462652164325 
c6 32.5881300374543 -1.02796087851261 5.02949136839591 
b18 31.7853720008347 -6.44647901687246 -1.87053402247657 
b14 36.240292164688 -7.54021716549705 -2.1383764030728 
b33 36.1057511939388 -12.5604048727209 2.60535129900014 
a43 5.13718961521653 -13.7721193604139 10.8391916182905 
b60 35.4098302253799 8.95903614972718 3.93111369008947 
a45 3.33511509595666 0.0702390903802007 -9.2376934116889 
b41 34.429456369595 4.22603277006267 -0.686983476634906 
a58 7.09898572565228 -7.05194302762708 5.69462872928995 
a65 8.31191785288334 -0.64501387104013 -15.5119496132178 
b5 36.3403352506117 -2.03625421574528 -10.8800989380182 
c68 13.8902934299639 -3.50714393185315 -2.00630915282097 
c31 20.6471044948192 1.46950892889527 -0.408119137228135 
b61 35.5277553850498 3.81729444197057 -1.57836454150821 
c38 19.2046769298601 1.40530456595816 1.79403713668181 
b25 34.9648330534842 -7.55743852804545 -1.7674467610201 
a12 2.17233883483382 5.33685273078036 3.59612428054055 
b7 35.1165725101381 2.69094740998172 3.23243912888084 
b6 32.4341897068387 -2.27444030957308 -2.74715479910395 
a42 5.70038917119637 8.09002833971595 -6.58972429599324 
b22 34.6326637773449 -5.42149699640875 20.8475404330124 
b47 32.8469718716721 11.5900299701819 -4.21175023813333 
a6 5.05093093271492 -11.2452123512221 5.51083507275502 
c7 17.3834642779156 -0.875174954147987 -1.65334218985257 
a32 2.34927358024663 -23.9197291380283 -4.45224081900335 
a3 4.14525577306244 2.012995731724 10.5404518984054 
c36 22.4960863663027 1.17254735432135 0.0964162942536931 
b62 36.3003186791823 2.09401642365263 8.70177318936922 
a51 4.22780774672771 -10.3127214233672 -0.244854414074055 
a4 5.2844512172681 -6.74550155427437 -3.27392715034949 
b39 34.029469441245 -10.1973159622368 0.937870399430573 
c49 16.7360338435091 1.99378594890439 -1.16034914601353 
b31 36.1930000827291 15.7588105520996 -9.33509867511224 
c28 19.6921300285686 2.61546071355989 -2.89133577811173 
c55 32.2310394106099 0.507295501426947 2.99586648168982 
c58 24.4525699570733 -0.353701526865627 -0.307773428615466 
c63 13.0627516889611 1.17720993565221 1.5498853371575 
c54 29.2611321612499 -3.19752801753939 -2.04232913399235 
a44 3.88192505683243 -5.54562876976993 -6.10523877821576 

examples/mydatafile5.dat  view on Meta::CPAN

c40 10.6134697811954 2.03831421060725 -0.0262146565626285 
b50 37.4108424862109 -18.0095803406625 0.198131900239445 
a10 4.18830943991951 5.5514273123481 12.5607236752818 
b20 35.9258348695591 5.85573978186811 11.9730772049374 
b10 34.0262688992945 8.50258024488574 -0.776240629487851 
c27 32.0454217752614 2.85448555362883 3.13632524681195 
a21 8.73115754482877 -8.59035671136023 -14.293915630367 
c44 32.2621036775421 3.32688654312199 0.640358036041039 
b46 37.3575080978994 1.79810805866601 1.08430493511503 
a25 5.3098971668248 -8.40676816609266 0.605286295507093 
a19 5.77419134699849 -0.512145984154457 -0.242530647237688 
c3 8.23281533490741 -1.98629286819774 -3.29816045889322 
b49 33.6205732517044 -10.2527693031805 2.2397259890842 
b28 35.5547219785794 -8.28437352410857 -7.07077504801071 
a14 3.21548783962907 -1.78702658121088 -19.2990667064122 
b66 36.1984313571472 -13.8069126263664 -3.66981845362284 
c57 20.4459247831543 -2.1682391399781 2.02661482880701 
a57 2.85093883128735 -7.15623351970706 4.22645312087446 
a13 5.57434521318251 0.800532350320377 -6.97390999568906 
c26 33.6309866181379 2.40172920063104 -0.263931584138547 
a7 5.10093236319279 14.2742978007444 -13.7142497338732 

examples/mydatafile5.dat  view on Meta::CPAN

b42 36.3560553324505 15.2644377084795 -1.11952015514403 
b15 39.5292694020628 -2.1819922179921 7.37248056236068 
c48 3.68359977585787 0.589164906600633 1.24978873185846 
c24 21.2073185264209 1.15703572060627 0.0367752910240704 
b29 34.9508912533355 2.16921188127008 9.02341815586364 
c4 17.2301744172235 2.85820841463316 0.891789806654208 
b12 35.2375054447624 -0.541594354122168 -13.6886961748047 
b65 35.7647123204222 4.37921982727472 7.0794868902282 
c64 24.3895605714543 -0.842484961246382 -2.02637923155176 
c47 10.2569110336467 2.76322929450866 -0.540518833792977 
b38 35.7395911239813 8.1556603241414 6.62435000288619 
c23 3.97156022423123 -3.63196542686293 0.878641922809484 
c29 16.0144822335933 1.53379109782968 1.06798054210685 
c65 28.401274667772 -2.42757253180059 6.27369774574865 
a27 5.39010431451775 -11.8864208346568 4.68269382081991 
a46 3.21768023437765 -3.58043915013915 1.47612285601336 
c43 22.479917026622 -3.20206574123591 -3.22551555434494 
b56 35.1084693857419 -17.8810938029353 6.41080712006445 
c25 34.176377141959 -0.468659304143977 3.50216612802667 
b57 35.4710749792066 8.45142757510554 3.40388019252927 
b21 37.7561230434854 -13.4132066200468 -2.06282728177989 
c16 28.1455561125155 1.94312061835825 1.43623129195263 
a63 10.2434364595506 -9.60143272480407 4.4704341423839 
c18 5.11489052157034 -2.83700410897435 3.0803178994549 
b23 37.9638868057871 3.22126137082227 11.3892363308299 
a48 4.86059548464782 -6.80143142535827 -9.81357303332931 
a60 6.71759355516944 -4.28034083862376 -3.47625403073452 
c35 36.2211120018247 0.380779260357666 -1.95484988514277 
a11 5.62561837685876 7.09343840569059 -3.83080275419022 
a52 6.58355651562135 2.43958637200617 4.2995363499232 
c39 14.4553377989398 0.799703023407371 -3.0655472932806 
c42 21.5076453455911 0.481809520807382 -2.59012455047836 
c60 18.9864710129881 1.01911871521395 -0.93378010976505 
c19 18.3376547594062 2.86512139179623 -0.529551907184835 
b4 32.1323407192687 8.15252025496638 5.43325485639372 
b58 31.9427187118269 1.16814928053809 3.72577123824574 
c32 22.7319501672179 -2.01250226041026 2.42282441706794 
b37 35.822794704859 -2.68448553963942 -1.20313771114677 
a18 5.13095698909054 6.72728815465319 -14.8671012875192 
a2 3.63391392134432 -4.27121357077649 3.86608322617767 
c62 18.5490038948314 -2.71836067524596 -1.68087697790294 
b3 36.9651489187889 -7.58790473910842 8.59303315205362 

examples/mydatafile6.dat  view on Meta::CPAN

#Data generated from the parameter file: param6.txt
#Total number of data points in this file: 200
#Prior class probabilities for this data: 0.25 0.25 0.25 0.25
c4 35.94384817565 18.0685468098913 -10.2122556594183 
d9 19.5427890331805 0.179437556210643 -4.03168695014713 
d37 22.1831056212005 0.230406079156715 -0.495991372713932 
c29 37.5413902201318 -14.2845584977847 4.18401379852162 
d43 17.7818819576441 -1.69299429983218 1.26090502214215 
b49 20.6539900071016 -14.0273093058221 -2.70494621859523 
c13 33.6229042468473 -1.44194986827519 -5.33288911520163 
c12 35.051346610841 -2.84930640086733 2.17795490370348 
c7 35.0994821799062 -9.59031355951892 5.65211808368761 
d51 36.984658439227 1.42174009638077 1.75631319182027 
d45 18.8326958650734 3.46961511838931 -2.62222839839156 
a0 5.69671359207557 -6.97887729553139 2.42284061805397 
c45 34.8799642441119 -5.23337762657384 0.937941723784761 
d29 5.2603482840798 -3.38044449245318 0.490501532057175 
c10 35.9227541846337 -0.829094445056694 -4.95971368180222 
a39 4.06146034720975 -0.157139271577298 6.55160762673629 
d50 1.62063416015781 -0.0106469508463147 -2.30073646725288 

examples/mydatafile6.dat  view on Meta::CPAN

c18 34.195942743727 7.15009218908692 -8.42280795905598 
a28 6.8251524309483 14.6431521163864 17.5157126066911 
a26 6.61060613360467 5.49490841711191 1.88226947595443 
a42 5.89943241799433 -6.35407849793164 -2.07190258732785 
a34 6.79535882297355 18.7957822916936 -8.82888206962083 
c3 38.7682870949059 4.57575678394094 -5.95990347123001 
c36 34.6424923723965 -2.75318424962558 6.48864931776462 
b29 20.5799164606281 1.29917067650208 5.23359573989024 
b1 18.8652857857113 -6.33262688708205 -5.29131180950056 
d30 19.0883784856206 -4.45527371502715 1.56539142641499 
c43 37.9067150639566 5.16190124575066 -4.07332377990688 
d19 24.7275685248736 -0.941280260855421 7.14943440753939 
a33 3.75578766765851 0.0889337927489919 -3.05159967882025 
a49 6.80774660796934 -7.23786649136235 7.8456413672506 
d34 23.6977844088386 0.765073434034671 5.20643735343375 
a4 3.15586558841238 8.17319986424414 0.175502067021929 
a29 4.1224700567133 5.89903134576882 -10.3268978571539 
a21 2.258207842417 9.03497899297345 -4.96082164604818 
d12 14.1513412387001 -1.49996109469541 -2.39668703001737 
a38 1.81118937648388 -5.40748552083345 -7.56977916539815 
b31 18.3595792573945 -9.99578133433535 7.40152015333578 

examples/mydatafile6.dat  view on Meta::CPAN

b21 17.4392615608103 11.9442813167345 0.44351093786771 
d32 29.2943467860294 -0.303440176938498 1.45088483228941 
a5 6.24360293527495 4.12641779636014 7.17582570930268 
a16 7.03322262274929 -15.6483977444643 -0.951970874267412 
a27 4.57700394135648 -6.83107118283925 -11.8129532041235 
d10 14.6674010669905 3.0041095817249 -1.94924691182339 
d35 18.7904160221312 -1.52771500894244 1.79728568179014 
b12 23.7347261181214 30.6625714361054 -9.26724040869617 
c44 34.6406400192498 0.0418274402618147 1.14516862005016 
d22 29.0583543672635 1.00946474302145 0.579454833334508 
b23 17.9388337753891 4.54176279184623 11.5216805820324 
c39 38.7150471461269 3.39818466274948 -8.28024035088314 
d17 14.7106901518177 -1.37260419269511 0.979555808540701 
a41 6.35509184068096 -1.59704413597171 9.33168997335511 
a19 2.54191713672497 4.9910678577558 5.8212274887313 
a7 3.59438498796086 -4.4231116897832 -4.21467325050499 
b27 21.1044351350272 -1.42398595212625 3.58793307322764 
a23 4.59055772385283 -5.56099646477851 8.07846975203904 
c38 35.885347592878 -1.04273540775536 -1.16802219170076 
d46 24.9948971209456 2.40582613081852 0.704741189203386 
b25 19.2672297169298 -3.55958673666363 1.39682324195486 

examples/mydatafile6.dat  view on Meta::CPAN

c50 34.6108893079263 -3.80321788476015 8.33828440037222 
d15 18.452876559641 3.50619050471312 0.862131742685192 
b13 21.2718114487845 -2.39055942604979 0.896145066517379 
d21 24.8331815498623 1.67478964835738 -0.63330874039475 
c27 36.0389204183878 2.72203984016769 -11.2992381650213 
d25 20.4386774299558 -0.131772209932444 0.215697724231258 
b26 22.6839002056247 -1.4124778566453 -3.2975466836213 
a35 2.85960737096011 -3.37821706527304 1.61601504021699 
d24 14.8322677943028 -1.44644472344563 -1.8056227644913 
b45 23.8150135727428 -1.75760022197823 -3.93369650694137 
d3 24.8727211793041 1.30079351231844 -3.32298400424439 
b48 21.6388742910882 2.81532920847982 -6.71740883587271 
c22 33.5906840346626 3.86222708931814 5.96355198329984 
a30 7.20443732698895 9.77452465415041 3.88672148407356 
b18 18.6554351500605 2.34068421085148 2.88888735680265 
c5 35.0509793255529 4.1261441261624 -4.21317949068504 
c6 33.8460058962305 0.549777362061025 4.54871160286192 
a3 4.85634344882633 -2.58123383858107 10.8086383610112 
a48 6.03838629035316 9.63209493310235 -1.25549727932148 
b6 21.7085074514096 14.0689864530273 5.34806581826765 
a36 9.39026025829139 7.36315884837755 -5.64614598385714 

examples/mydatafile7.dat  view on Meta::CPAN

#Prior class probabilities for this data: 0.5 0.5
b28 11.4955759595043 
b83 11.2988100186781 
a72 5.619172440137 
b23 12.3799788677844 
a2 6.88089284812187 
b18 11.0068220602756 
a36 4.32869732611282 
b44 12.010940074057 
a96 7.11949408452446 
a82 3.60724402701193 
b98 8.2608233914387 
a21 4.5129227850348 
b85 7.58347317171243 
a28 4.87823677112251 
a46 5.22082975607796 
b42 10.6775367143308 
a73 6.09840342938833 
b67 7.3502012115716 
a94 5.22782269115651 
a57 7.89192803611292 
b60 11.254628361227 
b45 11.6788212347963 
a3 0.529195402241546 
a25 2.7878410746868 
a84 5.48723309737404 
b49 10.1152786634006 
a87 8.20291702057544 
a48 7.92847120825959 
b15 12.2028413358467 
a22 4.06422547569101 
b74 9.00999472604008 
a65 6.77824641051379 
b22 9.8860689171742 
b84 7.05169156560091 
a93 6.07720643716961 
b61 10.2914285978616 
b66 8.46353513237172 
b96 8.73937499062424 
a30 2.16633951294036 
b1 10.034995864517 
a62 5.9577085967898 
a83 6.69122205167891 
b79 10.5653140207095 
a52 8.40474406397077 
b33 9.97911496955615 
a27 1.77356263495735 
b39 8.04529908282349 
a20 7.04389510664715 

examples/mydatafile7.dat  view on Meta::CPAN

b19 11.143243905426 
a67 3.68060807461759 
b97 10.2153308951004 
a38 5.27820252274213 
b52 13.449252429019 
b70 10.182347683625 
b93 10.5629519870281 
b14 11.2423868919292 
a8 0.705332412543177 
b26 9.14077058398152 
a85 5.72787989460924 
b27 10.7600309394979 
b25 11.624919491141 
a77 5.18330323739473 
a98 5.09539305913722 
a1 5.54235481106578 
a16 5.39813614823387 
a53 4.44910461480363 
b13 9.37385929220237 
a80 2.44840803345809 
a92 5.73452922006433 

examples/mydatafile7.dat  view on Meta::CPAN

a39 5.19963646232347 
b40 8.45272383803385 
b34 9.74238219157093 
b69 10.2972896898948 
a35 7.06908144687 
b81 9.71860357707624 
a58 5.87840359138216 
b86 10.5879298465104 
b31 11.7009787840925 
b100 10.1624459131324 
a43 6.87207760024736 
b58 9.55765154507695 
a15 0.956966176952616 
b51 9.67103504407877 
b73 8.54175896287376 
b91 7.86459252056729 
a61 3.30144117959057 
b5 8.10067611672901 
a91 5.52562836421544 
a75 2.99089437722787 
a23 2.68771193172842 

examples/sphericaldata.csv  view on Meta::CPAN

b_149,0.336540173879762,0.309836708756408,0.889236709359199
a_68,-0.0348338526595854,0.568768710858315,-0.821759548929892
b_44,0.296990151969972,0.229030182065044,0.927007025505258
c_153,-0.680870727345532,-0.566018778094023,0.464798661238298
b_143,0.254614769912154,0.143680029372863,0.956309242924063
b_134,0.28816372005147,0.247689748334769,0.924992680520207
b_33,0.351631504151567,0.275824807120633,0.89458144462367
c_156,-0.595279568656657,-0.620235351487694,0.510832990227609
a_3,-0.25515826701611,0.640060724634435,-0.724718240113892
b_54,0.329940470409636,0.166128953819475,0.929268775268337
a_91,-0.276484184568764,0.60114474697788,-0.749787629175253
a_88,0.0276684917618861,0.57207143153744,-0.819736989394969
c_135,-0.614981799191515,-0.694471064262385,0.373506797214505
c_54,-0.745285142417265,-0.534050549816326,0.399174231048245
a_2,-0.121707740136569,0.753880929346055,-0.645639814725809
b_96,0.215632941702074,0.0619513906724653,0.974507290709853
c_137,-0.724245500236861,-0.454943368417503,0.518165019004173
c_143,-0.653201400919412,-0.501720668987131,0.567101666500835
c_126,-0.672425255629111,-0.536370290019621,0.510050181429624
a_158,0.0096096731450259,0.674663347668287,-0.738063020002402
c_142,-0.776738413145288,-0.430742633333157,0.459497792566795
b_76,0.19959125267619,0.16148657126467,0.966480946090677
b_31,0.389755804727057,0.330295847748329,0.859648222031417
a_7,0.163017956261295,0.608363706185553,-0.776735957023086
a_149,0.028619638931889,0.675533839225148,-0.736773335788653
a_108,-0.0302713752920322,0.648006705433314,-0.761032820285295
c_21,-0.590184901835301,-0.738634945465272,0.325730254939836
b_66,0.2488465739005,0.145833586799128,0.957500886484856
c_120,-0.558671142816688,-0.772227261012789,0.302574968450105
c_14,-0.643213141276919,-0.572711262320373,0.508211240430673
b_114,0.282570084269866,0.189099349373093,0.940423087520927
a_144,0.0249277434140705,0.700262145196972,-0.713450443697681
c_78,-0.694675281678182,-0.496997974076514,0.520018525428834
c_149,-0.700209175300275,-0.634596600444248,0.327099779165183
c_45,-0.699936845637342,-0.609887731087218,0.371652213216244
c_102,-0.542950295059374,-0.740169936542279,0.39667800812994
b_42,0.24202505345994,0.258450434992665,0.935215080155263
b_137,0.393115784101637,0.170709301142499,0.90350335627135
b_46,0.420749706531443,0.25266588071032,0.871280458393612
a_29,0.227158507131329,0.547067521161609,-0.805677441615414
c_145,-0.74783323002132,-0.519409053244157,0.413472726408753
c_113,-0.721205675247118,-0.536704853062677,0.437961499095889
a_76,0.011853689073414,0.720652738041615,-0.693194865249646
b_113,0.389231387185751,0.165195843736842,0.9062059702085
c_15,-0.784912147586723,-0.525981105184041,0.327500835968662
b_81,0.334170989955317,0.255301276556746,0.907276698510867
a_109,0.0775798448032567,0.658737571147745,-0.748362332054916

examples/sphericaldata.csv  view on Meta::CPAN

c_91,-0.583517204733578,-0.704638352591697,0.403723251543394
a_107,-0.0615960615706828,0.62624192447676,-0.777191724883008
b_79,0.347220862970182,0.176081515814976,0.921104213488649
a_112,0.0339208827325319,0.69813670861224,-0.715160478356232
a_51,-0.114788853753387,0.596700187665453,-0.79421181374618
a_122,-0.0305372894472917,0.517943334853621,-0.854869683538914
c_107,-0.558243256240207,-0.743880423946126,0.367432145752195
c_68,-0.672299694988371,-0.614062805533047,0.413448897663819
b_35,0.409003787963863,0.156035186085124,0.899093388995043
a_114,0.0264739461767086,0.610793941053259,-0.791346884587575
a_65,0.077847024799424,0.528022475609744,-0.845654838560529
c_24,-0.648518688044527,-0.601904162099144,0.465977350205709
b_152,0.25003133695743,0.161756236846534,0.954630426071015
b_148,0.369298756342449,0.250698725614686,0.894856735762263
b_24,0.273154983135416,0.24967759387271,0.929003473785876
a_121,0.0964579045887516,0.598980076200469,-0.794933167604188
c_130,-0.654228372933781,-0.651809137505259,0.383575395865099
b_18,0.166731498218645,0.0942305292757393,0.981489284126006
a_64,-0.0458359785730505,0.464162591639739,-0.884563254714174
c_115,-0.409113846377562,-0.851731731979986,0.327381913734602
b_129,0.229502126313114,0.131295522401132,0.964411872498039
c_2,-0.388505520909154,-0.785683201938687,0.481420155804137
c_101,-0.743606189515975,-0.622631772653079,0.243679113993005
b_89,0.273849605006353,0.133233116812526,0.952499517281917
b_37,0.280322320727592,0.254211585294541,0.925632684386163
b_13,0.211037859416358,0.191766620884982,0.95848243854925
b_118,0.416972155672739,0.181560343282572,0.890600956175516
a_78,-0.0369660643274978,0.722217760964596,-0.690677215373015
a_30,-0.197104470968564,0.674129195790137,-0.71182838866369
b_160,0.290235216959459,0.121050576396224,0.949268284938793
b_0,0.240270733395038,0.158916921679775,0.957609203525966
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examples/sphericaldata.csv  view on Meta::CPAN

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examples/sphericaldata.csv  view on Meta::CPAN

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examples/sphericaldata.csv  view on Meta::CPAN

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a_93,0.019536034474812,0.683658928686928,-0.729540137746814

examples/sphericaldata.csv  view on Meta::CPAN

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b_74,0.216354836048105,0.251867393408008,0.94326740697241



( run in 0.684 second using v1.01-cache-2.11-cpan-7add2cbd662 )