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Add oc1 and cart models

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Update analysis and report mysql
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Ricardo Montañana Gómez
2021-03-03 12:47:47 +01:00
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****************************************************************************************
* Best model results *
****************************************************************************************
Dataset Reference stree odte adaBoost bagging
============================== ========= =========== =========== =========== ===========
balance-scale 0.904628 0.9488 + 0.9712 + 0.9344 + 0.8352 -
balloons 0.6625 0.866667 + 0.866667 + 0.883333 + 0.683333 +
breast-cancer-wisc-diag 0.974345 0.978932 + 0.982456 + 0.975439 + 0.980702 +
breast-cancer-wisc-prog 0.79934 0.828462 + 0.848718 + 0.828333 + 0.833718 +
breast-cancer-wisc 0.970256 0.965694 - 0.974265 + 0.968561 - 0.977122 +
breast-cancer 0.73824 0.730853 - 0.744949 + 0.727344 - 0.751906 +
cardiotocography-10clases 0.827761 0.666522 - 0.751651 - 0.684868 - 0.702258 -
cardiotocography-3clases 0.920134 0.848074 - 0.861255 - 0.850438 - 0.849022 -
conn-bench-sonar-mines-rocks 0.833654 0.688269 - 0.755052 - 0.687689 - 0.73043 -
cylinder-bands 0.769141 0.632667 - 0.66996 - 0.650428 - 0.666134 -
dermatology 0.973278 0.975454 + 0.986412 + 0.972714 - 0.978156 +
echocardiogram 0.848527 0.847293 - 0.869801 + 0.854416 + 0.869801 +
fertility 0.884 0.88 - 0.89 + 0.88 - 0.89 +
haberman-survival 0.739254 0.764675 + 0.774564 + 0.75817 + 0.738604 -
heart-hungarian 0.820475 0.829924 + 0.843717 + 0.840093 + 0.847107 +
hepatitis 0.823203 0.864516 + 0.877419 + 0.877419 + 0.864516 +
ilpd-indian-liver 0.715028 0.742691 + 0.737577 + 0.737607 + 0.730769 +
ionosphere 0.944215 0.948732 + 0.957223 + 0.943018 - 0.960081 +
iris 0.978656 0.98 + 0.993333 + 0.98 + 0.98 +
led-display 0.7102 0.712 + 0.731 + 0.715 + 0.695 -
libras 0.891111 0.702778 - 0.802778 - 0.727778 - 0.819444 -
low-res-spect 0.90282 0.879492 - 0.913402 + 0.883266 - 0.913384 +
lymphography 0.855405 0.864828 + 0.891724 + 0.864368 + 0.891954 +
mammographic 0.827472 0.829372 + 0.842876 + 0.828309 + 0.837689 +
molec-biol-promoter 0.818269 0.810822 - 0.896104 + 0.811255 - 0.942857 +
musk-1 0.876471 0.789912 - 0.833903 - 0.825636 - 0.817039 -
oocytes_merluccius_nucleus_4d 0.839963 0.808221 - 0.843419 + 0.83462 - 0.792573 -
oocytes_merluccius_states_2f 0.929963 0.911903 - 0.929512 - 0.923649 - 0.729928 -
oocytes_trisopterus_nucleus_2f 0.833333 0.747691 - 0.750964 - 0.740125 - 0.727971 -
oocytes_trisopterus_states_5b 0.931579 0.845361 - 0.876136 - 0.854134 - 0.85408 -
parkinsons 0.920221 0.846154 - 0.866667 - 0.85641 - 0.861538 -
pima 0.767188 0.780002 + 0.789093 + 0.774739 + 0.777379 +
pittsburg-bridges-MATERIAL 0.864286 0.886147 + 0.867532 + 0.867532 + 0.877056 +
pittsburg-bridges-REL-L 0.695929 0.67619 - 0.705238 + 0.697619 + 0.69619 +
pittsburg-bridges-SPAN 0.68913 0.677193 - 0.709357 + 0.732164 + 0.687135 -
pittsburg-bridges-T-OR-D 0.87437 0.902381 + 0.902381 + 0.891905 + 0.882857 +
planning 0.725579 0.725525 - 0.747898 + 0.725676 + 0.736787 +
post-operative 0.711742 0.722222 + 0.722222 + 0.722222 + 0.711111 -
seeds 0.956303 0.961905 + 0.961905 + 0.942857 - 0.961905 +
statlog-australian-credit 0.678281 0.67971 + 0.7 + 0.686957 + 0.684058 +
statlog-german-credit 0.7562 0.762 + 0.777 + 0.769 + 0.762 +
statlog-heart 0.842299 0.848148 + 0.866667 + 0.840741 - 0.866667 +
statlog-image 0.976194 0.959307 - 0.962771 - 0.959307 - 0.962771 -
statlog-vehicle 0.800673 0.801413 + 0.817981 + 0.78607 - 0.79315 -
synthetic-control 0.990333 0.971667 - 0.995 + 0.981667 - 0.996667 +
tic-tac-toe 0.985385 0.987435 + 0.987435 + 0.98534 - 0.875758 -
vertebral-column-2clases 0.849153 0.829032 - 0.845161 - 0.83871 - 0.774194 -
wine 0.993281 0.977778 - 0.994444 + 0.988889 - 0.994444 +
zoo 0.960385 0.970476 + 0.98 + 0.96 - 0.97 +
we have better results 113 times
we have worse results 83 times
stree used 49 times better 25 times worse 24 times
odte used 49 times better 37 times worse 12 times
adaBoost used 49 times better 22 times worse 27 times
bagging used 49 times better 29 times worse 20 times