### Table 2: Classifier Performance and Variable Selection

"... In PAGE 6: ...Table 2: Classifier Performance and Variable Selection Table2 summarizes statistics for the model selection. The response rate RR for the 5%-quantile is highest when using the stepwise logistic regression (0.... ..."

### Table 1. Number of variables selected by various methods

2005

"... In PAGE 5: ...Table1 shows the average number of variables selected over 30 runs for each method. The values in the parentheses are the standard errors of the corresponding mean values.... ..."

### Table 6. Summary of Variable Selection Methods

"... In PAGE 9: ... Predicting Crime Reporting with Decision Trees Proceedings of the Thirteenth Americas Conference on Information Systems, Denver, Colorado Page 8 Table 5. Domain Knowledge Variable Selection Description Variable Type of Crime Code V4529 Age (Allocated) V3014 Single Offender: How Did Respondent Know Offender? V4245 How Many Times Incident Occurred? V4016 Summary of Variable Selection Methods Table6 summarizes the results. Each of these methods excludes variables that are used to manage the NCVS dataset.... ..."

### Table 5: Variable selection frequencies for binary example

"... In PAGE 9: ...n Fan and Li (2001). Two sample sizes are considered: n = 200 and 300. Table 4 summarizes the average model errors and variable selection results for three methods, with parameter tuned with GCV and BIC. Table5 shows the frequency of each variable being selected by LASSO and ALASSO over 100 simulations. Similar to the results in Example 1, the ALASSO performs... ..."

### Table 2: Variable selection, centred data

"... In PAGE 13: ... The point of the example is to show that the two forms of the data set are certainly not equivalent in the presence of the norm constraint. The results are displayed in Table2 for the centred data, and Table 3 for the data with an explicit intercept added. The tables give the values of and and the signs of the variables currently selected.... ..."

### Table 3. Variables selected by the stepwise forward procedure

in Discrimination of Yeast Genes Involved in Methionine and Phosphate Metabolism on the Basis of . . .

2005

"... In PAGE 5: ... The order of incorporation of the variables is indicative of the information contained in the matrix scores. Not suprisingly, for the PHO against MET + CTL discrimination, the seven first variables correspond to the different scores of Pho4 matrices [ Table3 (A)]. The eighth and ninth variables (which neither decrease nor increase the error rate) are the second and third top scores of the Met31 matrix.... In PAGE 5: ... The eighth and ninth variables (which neither decrease nor increase the error rate) are the second and third top scores of the Met31 matrix. Consistently, a different subset of variables is used for the MET against PHO + CTL discrimination [ Table3 (B)]: the first three Table 3. Variables selected by the stepwise forward procedure... ..."

### Table 3. List of the predictors after variable selection.

"... In PAGE 12: ... However, after the preprocessing only 20 remain; eleven from MM5 and 8 from surface observations. The final list of variables is shown in Table3 . Of course, in addition to these pre- dictors, the data include measurements of ceiling and visibility at every station and at 6-hr intervals.... In PAGE 32: ...Table3 ) at 0Z and ceiling (left) and visibility (right) at 12Z for KOLM. PSEALVLC T2 Q2 U10 V10 RAINTOT H Q T U V sin_(julian_day) cos_(julian_day) Sky Precip Wind_D Wind_S Dewpoint Dewpoint_Depression relative_humidity Predictors -0.... In PAGE 33: ...Table3 ) at 0Z, condi- tioned on low (black) and high (red) ceiling at 12Z. -4 -2 0 2 4 x1 0 0.... ..."

### Table 3. List of the predictors after variable selection.

"... In PAGE 12: ... However, after the preprocessing only 20 remain; eleven from MM5 and 8 from surface observations. The final list of variables is shown in Table3 . Of course, in addition to these pre- dictors, the data include measurements of ceiling and visibility at every station and at 6-hr intervals.... In PAGE 32: ...Table3 ) at 0Z and ceiling (left) and visibility (right) at 12Z for KOLM. PSEALVLC T2 Q2 U10 V10 RAINTOT H Q T U V sin_(julian_day) cos_(julian_day) Sky Precip Wind_D Wind_S Dewpoint Dewpoint_Depression relative_humidity Predictors -0.... In PAGE 33: ...Table3 ) at 0Z, condi- tioned on low (black) and high (red) ceiling at 12Z. -4 -2 0 2 4 x1 0 0.... ..."