Based on the data set collected from the PIR arrays employing the modified single-zone lenses, we have performed classification analysis of walking directions. Table IV summarizes the average of 10 times 10-fold cross-validation results over the selected classification methods based on PIR sensor signals we have collected with the modified lenses.