Research Article

Activity Feature Solving Based on TF-IDF for Activity Recognition in Smart Homes

Table 9

Recognition F-Measures using three classifiers concerning dataset cairo.

FeatureSVMSMORF

FF45.8%81.4%86.2%
TF-IDF82.985.7%87.5
TF-IDF+Sigmod82%83.4%86.6%
TF-IDF+Tanh76.6%85.887.3%