ID  Date  User  Dataset  Algorithm  Features  Confusion Matrix

Measures  Platform  Description  

5  Oct. 2, 2015  admin 
cstar_june01

Random Forest  deltax, deltay, ratio, peak2centroid, x2, y2, xy, cxx, cyy, cxy, a, b, theta, mag_aper, magerr_aper, flux_aper, fluxerr_aper, threshold, flux_max, fwhm_image, neg_pix, neg_pix_fraction, close_to_mask 

Recall: 0.49 Precision: 0.81 Fmeasure: 0.61 FPR: 0.19 Miss Rate: 0.04 
Weka  RB_feat03  
4  Aug. 14, 2015  admin 
cstar_june01

Random Forest  deltax, deltay, ratio, peak2centroid, x2, y2, xy, cxx, cyy, cxy, a, b, theta, mag_aper, magerr_aper 

Recall: 0.45 Precision: 0.67 Fmeasure: 0.54 FPR: 0.33 Miss Rate: 0.04 
Weka  RB02 features on cstar_june01  
2  Aug. 12, 2015  admin 
cstar_june01

Random Forest  deltax, deltay, ratio, peak2centroid, x2, y2, xy, cxx, cyy, cxy, a, b, theta, mag_aper, magerr_aper, flux_aper, fluxerr_aper, threshold, flux_max, fwhm_image, neg_pix, neg_pix_fraction, close_to_mask 

Recall: 0.99 Precision: 0.97 Fmeasure: 0.98 FPR: 0.03 Miss Rate: 0.01 
Weka  RB_feat03 with SMOTE  
3  Aug. 12, 2015  admin 
cstar_june01

Random Forest  deltax, deltay, ratio, peak2centroid, x2, y2, xy, cxx, cyy, cxy, a, b, theta, mag_aper, magerr_aper 

Recall: 0.98 Precision: 0.96 Fmeasure: 0.97 FPR: 0.04 Miss Rate: 0.02 
Weka  RB_feat02 with SMOTE  
1  Aug. 10, 2015  admin 
cstar_june01

Random Forest  deltax, deltay, ratio, peak2centroid, x2, y2, xy, cxx, cyy, cxy, a, b, theta 

Recall: 0.36 Precision: 0.70 Fmeasure: 0.48 FPR: 0.30 Miss Rate: 0.05 
Weka  RB_feat01 on cstar_june01 