RacedIncrementalLogitBoost: Best committee on validation data Base classifiers: Model 1 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Wifes_education = 4 : -0.2589928057553958 Wifes_education != 4 : 0.8078902229845663 Wifes_education is missing : 0.3630000000000058 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Wifes_education = 4 : 0.31294964028777345 Wifes_education != 4 : -0.9442538593482039 Wifes_education is missing : -0.4199999999999993 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Wifes_age <= 42.297 : 0.26231527093595963 Wifes_age > 42.297 : -0.8297872340425464 Wifes_age is missing : 0.05700000000000112 Model 2 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Number_of_children_ever_born <= 1.990437 : 1.1475667329405368 Number_of_children_ever_born > 1.990437 : -0.2381769996090805 Number_of_children_ever_born is missing : 0.1520028597398062 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Number_of_children_ever_born <= 1.7307774999999999 : -0.8847605674382134 Number_of_children_ever_born > 1.7307774999999999 : 0.13029104105514924 Number_of_children_ever_born is missing : -0.13196729674130797 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Number_of_children_ever_born <= 1.2582399999999998 : -0.5829826092650647 Number_of_children_ever_born > 1.2582399999999998 : 0.12894798880820604 Number_of_children_ever_born is missing : -0.04896189903361824 Model 3 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Wifes_age <= 39.657738 : -0.2798203583517375 Wifes_age > 39.657738 : 0.8966215433159576 Wifes_age is missing : -0.03894764972731196 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Standard-of-living_index = 4 : 0.1993705292419406 Standard-of-living_index != 4 : -0.39018297577045835 Standard-of-living_index is missing : -0.1027295621589662 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Wifes_age <= 36.810163 : 0.3764398224505923 Wifes_age > 36.810163 : -0.5547974154017598 Wifes_age is missing : 0.12250253220081166 Model 4 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Wifes_education = 1 : 0.6904750030929603 Wifes_education != 1 : -0.22234676005405352 Wifes_education is missing : -0.14090160388827666 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Husbands_occupation = 1 : 0.5174099221681253 Husbands_occupation != 1 : -0.30936949576514283 Husbands_occupation is missing : -0.01327490862783886 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Husbands_occupation = 1 : -0.18038227082644254 Husbands_occupation != 1 : 0.29512454324055803 Husbands_occupation is missing : 0.15016627648339237 Model 5 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Wifes_education = 3 : -0.4205303059787548 Wifes_education != 3 : 0.3518835737054593 Wifes_education is missing : 0.10970924056816281 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Wifes_education = 3 : 0.6295009769150522 Wifes_education != 3 : -0.24323539785272383 Wifes_education is missing : -0.023003081127156783 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Wifes_age <= 25.149625999999998 : 0.4007856644446372 Wifes_age > 25.149625999999998 : -0.23782403977004257 Wifes_age is missing : -0.08859456947314975 Model 6 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Number_of_children_ever_born <= 2.027888 : 0.2547585166031219 Number_of_children_ever_born > 2.027888 : -0.22700249291889787 Number_of_children_ever_born is missing : -0.024784998412970508 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Standard-of-living_index = 1 : -1.0423231813110334 Standard-of-living_index != 1 : 0.1540550413413119 Standard-of-living_index is missing : 0.07216870190404943 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Husbands_education = 1 : -1.4073227041984724 Husbands_education != 1 : 0.008244107960773886 Husbands_education is missing : -0.03056563988972701 Model 7 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Number_of_children_ever_born <= 9.0530225 : -0.06979303545772313 Number_of_children_ever_born > 9.0530225 : 1.280840627049195 Number_of_children_ever_born is missing : -0.032548053610239644 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Husbands_education = 1 : 1.7797230703103888 Husbands_education != 1 : -0.047649483563108504 Husbands_education is missing : -0.012191262915399901 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Number_of_children_ever_born <= 8.7838125 : 0.07496518649840282 Number_of_children_ever_born > 8.7838125 : -1.029326693268818 Number_of_children_ever_born is missing : 0.04178515962804888 Model 8 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Wifes_age <= 43.187489 : 0.06329674612940822 Wifes_age > 43.187489 : -0.7570057380126898 Wifes_age is missing : -0.07592399240771344 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Wifes_religion = 0 : 0.6540160008711611 Wifes_religion != 0 : -0.09166191120703779 Wifes_religion is missing : 0.048261908642895104 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Wifes_age <= 43.330123 : -0.02558099681390629 Wifes_age > 43.330123 : 0.6118463965882133 Wifes_age is missing : 0.03739728460366543 Model 9 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Number_of_children_ever_born <= 0.243868 : 1.2956247401853604 Number_of_children_ever_born > 0.243868 : -0.05149905121536009 Number_of_children_ever_born is missing : -0.010192586078650057 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Wifes_education = 3 : -0.37132405995063367 Wifes_education != 3 : 0.13085490805023556 Wifes_education is missing : -0.01602783737094512 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Number_of_children_ever_born <= 0.274918 : -1.2276473988731127 Number_of_children_ever_born > 0.274918 : 0.05852084208748553 Number_of_children_ever_born is missing : 0.022075218277092686 Model 10 Class 1 (Contraceptive_method_used=1) Decision Stump Classifications Number_of_children_ever_born <= 0.27222599999999997 : -1.3433098396260914 Number_of_children_ever_born > 0.27222599999999997 : 0.1697821739068842 Number_of_children_ever_born is missing : 0.12920669431760975 Class 2 (Contraceptive_method_used=2) Decision Stump Classifications Wifes_age <= 32.574056 : -0.23539887899753717 Wifes_age > 32.574056 : 0.21246727396705334 Wifes_age is missing : 1.6532151329486086E-5 Class 3 (Contraceptive_method_used=3) Decision Stump Classifications Wifes_age <= 43.508792 : -0.055812616008446815 Wifes_age > 43.508792 : -0.597794381333431 Wifes_age is missing : -0.12168366452761062 Number of models: 10 Chunk size per model: 1000