FilteredClassifier using weka.classifiers.meta.AttributeSelectedClassifier -E "weka.attributeSelection.CfsSubsetEval -P 1 -E 1" -S "weka.attributeSelection.BestFirst -D 1 -N 5" -W weka.classifiers.functions.MultilayerPerceptron -- -L 0.3 -M 0.2 -N 100 -V 0 -S 0 -E 20 -H a on data filtered through weka.filters.unsupervised.attribute.Standardize Filtered Header @relation solar-flare-weka.filters.unsupervised.attribute.Standardize @attribute class {B,C,D,E,F,H} @attribute largest_spot_size {A,H,K,R,S,X} @attribute spot_distribution {C,I,O,X} @attribute Activity {1,2} @attribute Evolution {1,2,3} @attribute Previous_24_hour_flare_activity_code {1,2,3} @attribute Historically-complex {1,2} @attribute Did_region_become_historically_complex {1,2} @attribute Area {1,2} @attribute Area_of_the_largest_spot {1} @attribute C-class_flares_production_by_this_region {0,1,2,3,4,5,6,8} @attribute M-class_flares_production_by_this_region {0,1,2,3,4,5} @attribute X-class_flares_production_by_this_region {0,1,2} @data Classifier Model AttributeSelectedClassifier: === 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: 68 Merit of best subset found: 0.196 Attribute Subset Evaluator (supervised, Class (nominal): 13 X-class_flares_production_by_this_region): CFS Subset Evaluator Including locally predictive attributes Selected attributes: 9,12 : 2 Area M-class_flares_production_by_this_region Header of reduced data: @relation 'solar-flare-weka.filters.unsupervised.attribute.Standardize-weka.filters.unsupervised.attribute.Remove-V-R9,12-13' @attribute Area {1,2} @attribute M-class_flares_production_by_this_region {0,1,2,3,4,5} @attribute X-class_flares_production_by_this_region {0,1,2} @data Classifier Model Sigmoid Node 0 Inputs Weights Threshold -1.6870683848271697 Node 3 1.724665147665712 Node 4 1.6438609074208161 Node 5 1.5281183879030928 Node 6 1.537112743912995 Node 7 1.7147841357800853 Sigmoid Node 1 Inputs Weights Threshold 0.35002421934226713 Node 3 -1.1835497222890097 Node 4 -1.2378108400328987 Node 5 -1.1543321564413735 Node 6 -1.2575493941476747 Node 7 -1.242133963524472 Sigmoid Node 2 Inputs Weights Threshold -0.28523595799727214 Node 3 -1.336380434209935 Node 4 -1.1962164527435417 Node 5 -1.2818614271814026 Node 6 -1.2765117429321304 Node 7 -1.305255625296596 Sigmoid Node 3 Inputs Weights Threshold 0.07269324384787096 Attrib Area=2 -1.3345451919449691 Attrib M-class_flares_production_by_this_region=0 0.7704376724164388 Attrib M-class_flares_production_by_this_region=1 0.3648105404508807 Attrib M-class_flares_production_by_this_region=2 0.5712159208074722 Attrib M-class_flares_production_by_this_region=3 -0.8685231733301849 Attrib M-class_flares_production_by_this_region=4 -0.05488091310683356 Attrib M-class_flares_production_by_this_region=5 -1.1034421226670517 Sigmoid Node 4 Inputs Weights Threshold 0.006648727626221614 Attrib Area=2 -1.4068407337869173 Attrib M-class_flares_production_by_this_region=0 0.8084883998454113 Attrib M-class_flares_production_by_this_region=1 0.21956606561857298 Attrib M-class_flares_production_by_this_region=2 0.5911551416567193 Attrib M-class_flares_production_by_this_region=3 -0.7150039077616115 Attrib M-class_flares_production_by_this_region=4 0.021860772407555896 Attrib M-class_flares_production_by_this_region=5 -0.9913802736882489 Sigmoid Node 5 Inputs Weights Threshold 0.017329057760024438 Attrib Area=2 -1.2804820606983596 Attrib M-class_flares_production_by_this_region=0 0.8107213834717489 Attrib M-class_flares_production_by_this_region=1 0.3726555284122002 Attrib M-class_flares_production_by_this_region=2 0.5445163563785739 Attrib M-class_flares_production_by_this_region=3 -0.7825492710105431 Attrib M-class_flares_production_by_this_region=4 -0.06173809464509828 Attrib M-class_flares_production_by_this_region=5 -1.0116219611552557 Sigmoid Node 6 Inputs Weights Threshold 0.02121576664690745 Attrib Area=2 -1.369747306276547 Attrib M-class_flares_production_by_this_region=0 0.8421130540990477 Attrib M-class_flares_production_by_this_region=1 0.2821077282846273 Attrib M-class_flares_production_by_this_region=2 0.5604524656462706 Attrib M-class_flares_production_by_this_region=3 -0.7068238665221939 Attrib M-class_flares_production_by_this_region=4 2.3597416363102422E-4 Attrib M-class_flares_production_by_this_region=5 -0.9669337272912953 Sigmoid Node 7 Inputs Weights Threshold 0.09339890805799926 Attrib Area=2 -1.3642165998960443 Attrib M-class_flares_production_by_this_region=0 0.7770379773279332 Attrib M-class_flares_production_by_this_region=1 0.30549395820601655 Attrib M-class_flares_production_by_this_region=2 0.6477221340940152 Attrib M-class_flares_production_by_this_region=3 -0.8144204577895768 Attrib M-class_flares_production_by_this_region=4 -0.03990223897677631 Attrib M-class_flares_production_by_this_region=5 -1.0910399960333124 Class 0 Input Node 0 Class 1 Input Node 1 Class 2 Input Node 2