InstanceWeightedRunsResults.txt

Statistically Significant Results Runner:
http://www.socscistatistics.com/confidenceinterval/Default4.aspx

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ACTUAL WEIGHTS
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#Test set size: 

#30 Runs
Evaluating SVMs on test set...
Weighted SVM Abs Error = 0.116667
Weighted SVM mean accuracy score: 0.883333
Weighted SVM f1 score: 0.631579

SVM Abs Error = 0.133333
SVM mean accuracy score: 0.866667
SVM f1 score: 0.555556


#100 Runs
Weighted SVM Average Error = 0.138833
Weighted SVM Average fscore = 0.513500
Weighted SVM Average mean Accuracy = 0.861167

Weighted SVM Std. Dev = 0.029160
Weighted SVM Std. Dev fscore = 0.154009
Weighted SVM Std. Dev mean Accuracy = 0.029160

SVM Average Error = 0.155333
SVM Average fscore = 0.426550
SVM Average mean Accuracy = 0.844667

SVM Std. Dev = 0.026862
SVM Std. Dev fscore = 0.153483
SVM Std. Dev mean Accuracy = 0.026862
0.167364550301
0.697116675459

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RANDOM WEIGHTS
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#Test set size:

Weighted SVM Average Error = 0.157000
Weighted SVM Average fscore = 0.419460
Weighted SVM Average mean Accuracy = 0.843000

Weighted SVM Std. Dev = 0.024173
Weighted SVM Std. Dev fscore = 0.142945
Weighted SVM Std. Dev mean Accuracy = 0.024173

SVM Average Error = 0.154833
SVM Average fscore = 0.434094
SVM Average mean Accuracy = 0.845167

SVM Std. Dev = 0.022397
SVM Std. Dev fscore = 0.124566
SVM Std. Dev mean Accuracy = 0.022397
0.1525946987
-0.100400912064

Weighted
Max: 1.15777924
Min: 1.11211334e-08

Unweighted
Max: 0.49956442002767587
Min: 0.00012906391418088248


Weighted SVM Average Error = 0.146667
Weighted SVM Average fscore = 0.478594
Weighted SVM Average mean Accuracy = 0.853333

Weighted SVM Std. Dev = 0.022730
Weighted SVM Std. Dev fscore = 0.123923
Weighted SVM Std. Dev mean Accuracy = 0.022730

SVM Average Error = 0.148500
SVM Average fscore = 0.468456
SVM Average mean Accuracy = 0.851500

SVM Std. Dev = 0.022985
SVM Std. Dev fscore = 0.126862
SVM Std. Dev mean Accuracy = 0.022985
0.151187303125
0.085745456489