MultiBoostAB: Base classifiers and their weights: Decision Stump Classifications x7 <= 2.4850000000000003 : 2 x7 > 2.4850000000000003 : 1 x7 is missing : 0 Class distributions x7 <= 2.4850000000000003 0 1 2 0.2717699473471041 0.11867152693398136 0.6095585257189146 x7 > 2.4850000000000003 0 1 2 0.4033978664559463 0.5373370209403397 0.05926511260371395 x7 is missing 0 1 2 0.3384 0.3306 0.331 Weight: 0.29 Decision Stump Classifications x11 <= 3.315 : 0 x11 > 3.315 : 1 x11 is missing : 0 Class distributions x11 <= 3.315 0 1 2 0.6460711512985858 0.17690687518282405 0.1770219735185901 x11 > 3.315 0 1 2 0.08150488750382347 0.46856766534984584 0.4499274471463307 x11 is missing 0 1 2 0.3962529274004674 0.3059655619178412 0.29778151068169145 Weight: 0.27 Decision Stump Classifications x7 <= 3.065 : 2 x7 > 3.065 : 1 x7 is missing : 0 Class distributions x7 <= 3.065 0 1 2 0.2934578122656925 0.15134517897269406 0.5551970087616135 x7 > 3.065 0 1 2 0.45603737955727236 0.5117381640422686 0.032224456400459046 x7 is missing 0 1 2 0.35902768284026115 0.29669506383622124 0.3442772533235177 Weight: 0.15 Decision Stump Classifications x15 <= 2.435 : 1 x15 > 2.435 : 2 x15 is missing : 0 Class distributions x15 <= 2.435 0 1 2 0.33629651389835546 0.5413956593195138 0.12230782678213067 x15 > 2.435 0 1 2 0.4357586558989205 0.05961594422516864 0.504625399875911 x15 is missing 0 1 2 0.3882804588023471 0.2895932180933205 0.3221263231043325 Weight: 0.09 Decision Stump Classifications x6 <= 1.935 : 2 x6 > 1.935 : 0 x6 is missing : 0 Class distributions x6 <= 1.935 0 1 2 0.28687120435129077 0.15632284684923795 0.5568059487994713 x6 > 1.935 0 1 2 0.534553460244228 0.4129424205859839 0.052504119169788026 x6 is missing 0 1 2 0.40630212134137467 0.28006328557584326 0.31363459308278213 Weight: 0.18 Decision Stump Classifications x16 <= 1.855 : 1 x16 > 1.855 : 0 x16 is missing : 0 Class distributions x16 <= 1.855 0 1 2 0.29418948703676423 0.5630258355731987 0.14278467739003717 x16 > 1.855 0 1 2 0.5032103650377526 0.058454053164589764 0.4383355817976576 x16 is missing 0 1 2 0.3996314208826843 0.30849133638794207 0.29187724272937365 Weight: 0.13 Decision Stump Classifications x7 <= 2.115 : 2 x7 > 2.115 : 1 x7 is missing : 0 Class distributions x7 <= 2.115 0 1 2 0.2790767199231699 0.0828925319474783 0.6380307481293518 x7 > 2.115 0 1 2 0.3884689416156492 0.5263592154727186 0.0851718429116322 x7 is missing 0 1 2 0.34079153521220334 0.33307909948550557 0.32612936530229103 Weight: 0.3 Decision Stump Classifications x11 <= 3.185 : 0 x11 > 3.185 : 1 x11 is missing : 0 Class distributions x11 <= 3.185 0 1 2 0.6633292981214005 0.16996762494834514 0.16670307693025438 x11 > 3.185 0 1 2 0.08947552941194278 0.45592959930035465 0.4545948712877026 x11 is missing 0 1 2 0.40095955365516367 0.3007113339363121 0.29832911240852433 Weight: 0.28 Decision Stump Classifications x15 <= 2.415 : 1 x15 > 2.415 : 2 x15 is missing : 0 Class distributions x15 <= 2.415 0 1 2 0.3132534893678392 0.5587328210097443 0.12801368962241647 x15 > 2.415 0 1 2 0.40846748702649127 0.05564393298264161 0.5358885799908671 x15 is missing 0 1 2 0.3640682052992447 0.2902395368080505 0.3456922578927047 Weight: 0.19 Decision Stump Classifications x5 <= 1.4649999999999999 : 2 x5 > 1.4649999999999999 : 0 x5 is missing : 0 Class distributions x5 <= 1.4649999999999999 0 1 2 0.24416654093417284 0.18815154263086648 0.5676819164349608 x5 > 1.4649999999999999 0 1 2 0.5869645833600137 0.36895636718663194 0.04407904945335453 x5 is missing 0 1 2 0.40143461274567654 0.27110075065691297 0.32746463659741054 Weight: 0.31 Decision Stump Classifications x17 <= 0.985 : 1 x17 > 0.985 : 0 x17 is missing : 0 Class distributions x17 <= 0.985 0 1 2 0.2037562205653204 0.6269041290815563 0.16933965035312326 x17 > 0.985 0 1 2 0.5396995859712003 0.07220595289448938 0.38809446113431023 x17 is missing 0 1 2 0.38957097676914854 0.3200931692926064 0.290335853938245 Weight: 0.32 Decision Stump Classifications x6 <= 1.915 : 2 x6 > 1.915 : 0 x6 is missing : 0 Class distributions x6 <= 1.915 0 1 2 0.26267263769599264 0.144339939981779 0.5929874223222285 x6 > 1.915 0 1 2 0.4854565738247802 0.45727124609711445 0.05727218007810554 x6 is missing 0 1 2 0.3659897333592864 0.28946330144024457 0.344546965200469 Weight: 0.17 Decision Stump Classifications x7 <= 2.3449999999999998 : 2 x7 > 2.3449999999999998 : 1 x7 is missing : 0 Class distributions x7 <= 2.3449999999999998 0 1 2 0.2697316372957364 0.10111923939857426 0.6291491233056893 x7 > 2.3449999999999998 0 1 2 0.39428839153773165 0.5418736961387844 0.06383791232348385 x7 is missing 0 1 2 0.3354567331286239 0.33369296921607366 0.33085029765530233 Weight: 0.34 Decision Stump Classifications x11 <= 3.335 : 0 x11 > 3.335 : 1 x11 is missing : 0 Class distributions x11 <= 3.335 0 1 2 0.6470962917980525 0.17658426546842304 0.17631944273352448 x11 > 3.335 0 1 2 0.07706285374336627 0.46973344504804476 0.4532037012085889 x11 is missing 0 1 2 0.4023192423394328 0.302464935685932 0.2952158219746351 Weight: 0.29 Decision Stump Classifications x7 <= 3.085 : 2 x7 > 3.085 : 1 x7 is missing : 0 Class distributions x7 <= 3.085 0 1 2 0.2983037351509591 0.14883131146171316 0.5528649533873277 x7 > 3.085 0 1 2 0.4578824978251789 0.5131600810324973 0.028957421142323803 x7 is missing 0 1 2 0.36191578053142914 0.29406177844221487 0.344022441026356 Weight: 0.15 Decision Stump Classifications x16 <= 1.835 : 1 x16 > 1.835 : 2 x16 is missing : 0 Class distributions x16 <= 1.835 0 1 2 0.30122113645754944 0.5512080575141701 0.1475708060282805 x16 > 1.835 0 1 2 0.47115456963564245 0.050604253635758184 0.47824117672859945 x16 is missing 0 1 2 0.39086952529674474 0.28711450261353416 0.32201597208972116 Weight: 0.05 Decision Stump Classifications x15 <= 2.415 : 1 x15 > 2.415 : 2 x15 is missing : 0 Class distributions x15 <= 2.415 0 1 2 0.34283690805137473 0.5313338361702755 0.12582925577834972 x15 > 2.415 0 1 2 0.4530072436534208 0.058384370336932764 0.4886083860096465 x15 is missing 0 1 2 0.40106818955239365 0.2813531736788882 0.3175786367687182 Weight: 0.04 Decision Stump Classifications x16 <= 1.835 : 1 x16 > 1.835 : 0 x16 is missing : 0 Class distributions x16 <= 1.835 0 1 2 0.315919417137372 0.5325609925830367 0.1515195902795914 x16 > 1.835 0 1 2 0.49020794668021694 0.05107658687649242 0.4587154664432906 x16 is missing 0 1 2 0.4082127357012229 0.27759416398014497 0.31419310031863207 Weight: 0.04 Decision Stump Classifications x7 <= 1.9049999999999998 : 2 x7 > 1.9049999999999998 : 1 x7 is missing : 2 Class distributions x7 <= 1.9049999999999998 0 1 2 0.2549879817156489 0.07329287722461539 0.6717191410597357 x7 > 1.9049999999999998 0 1 2 0.37785788425804695 0.5176448138587969 0.10449730188315617 x7 is missing 0 1 2 0.32719471701165626 0.3344243830117297 0.33838089997661397 Weight: 0.33 Decision Stump Classifications x11 <= 3.2350000000000003 : 0 x11 > 3.2350000000000003 : 2 x11 is missing : 0 Class distributions x11 <= 3.2350000000000003 0 1 2 0.6574228727022156 0.1594393184375909 0.1831378088601935 x11 > 3.2350000000000003 0 1 2 0.0863287262037047 0.45557457271114676 0.45809670108514855 x11 is missing 0 1 2 0.39060988635678645 0.2977925690169094 0.3115975446263042 Weight: 0.26 Number of performed Iterations: 20