=== Run information === Evaluator: weka.attributeSelection.WrapperSubsetEval -B weka.classifiers.trees.RandomForest -F 5 -T 0.01 -R 1 -E DEFAULT -- -P 100 -I 100 -num-slots 1 -K 0 -M 1.0 -V 0.001 -S 1 Search: weka.attributeSelection.BestFirst -D 1 -N 5 Relation: Atmo1Atmo2-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 394 Attributes: 61 ALevelDiningRoom ALevelKitchen ALevelMainEntryway ALevelMasterBathroom ALevelMasterBedroom ALevelMasterLivingRoom ALevelMasterOffice ALevelOtherBathroom ALevelOtherHallway ALevelOtherLivingroom ALevelOtherBedroom ALevelOtherOffice ALevelUtilityRoom HLabelBathe HLabelBed_Toilet_Transition HLabelCook HLabelEat HLabelEnter_Home HLabelLeave_Home HLabelPersonal_Hygiene HLabelRelax HLabelSleep HLabelTake_Medicine HLabelWash_Dishes HLabelWork HTKitchen HTMainEntry HTMasterBathroom HTMasterBedroom HTMasterLivingRoom HTMasterOffice HTOtherLivingRoom HTUtility HTBathroomAWindowA HTBathroomBTemperature HTBedroomAWindowA HTBedroomAWindowB HTDoorBDiningRoomDoor HTDoorCUtilityDoor HTDoorDStairsInFirstFloor HTDoorEMasterLivingDoor HTDoorFMasterBedroom HTKitchenAWindowA HTOfficeAWindowA HTRelayADiningRoom HTRelayDOtherBedroom WDBedroomAWindowA WDBedroomAWindowB WDBedroomBWindow WDDiningRoomAWindowAA WDEntrywayBDoorUtility WDEntrywayCDoorA WDEntrywayCDoorB WDEntrywayDDoor WDMainDoor WDOfficeAWindowAA WDWDoorD WDWDoorE WDWDoorF WDWKitchenAWindowA In_m33_ppb Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Best first. Start set: no attributes Search direction: forward Stale search after 5 node expansions Total number of subsets evaluated: 1318 Merit of best subset found: 0.786 Attribute Subset Evaluator (supervised, Class (nominal): 61 In_m33_ppb): Wrapper Subset Evaluator Learning scheme: weka.classifiers.trees.RandomForest Scheme options: -P 100 -I 100 -num-slots 1 -K 0 -M 1.0 -V 0.001 -S 1 Subset evaluation: classification accuracy Number of folds for accuracy estimation: 5 Selected attributes: 1,10,25,26,27,28,29,31,32,33,40,41,47,48,52,57,60 : 17 ALevelDiningRoom ALevelOtherLivingroom HLabelWork HTKitchen HTMainEntry HTMasterBathroom HTMasterBedroom HTMasterOffice HTOtherLivingRoom HTUtility HTDoorDStairsInFirstFloor HTDoorEMasterLivingDoor WDBedroomAWindowA WDBedroomAWindowB WDEntrywayCDoorA WDWDoorD WDWKitchenAWindowA