Research Article

Text Classification Using Novel Term Weighting Scheme-Based Improved TF-IDF for Internet Media Reports

Table 1

Some popular examples of statistics-based term weighting schemes.

TWSTerm frequency factorCollection frequency factor

TFTerm frequency (TF)NONE
DFNONEDocument frequency (DF)
TF-IDFTerm frequency (TF)Inverse document frequency (IDF)
TF-CHI2Term frequency (TF)Globalized chi-square score (CHI2)
LogTF-RFLogarithm of term frequencyRelevance frequency (RF)
TF-IGMTerm frequency (TF)Inverse gravity moment (IGM)
SQRT_TF-IGMSquare root of term frequencyInverse gravity moment (IGM)
TF-IEFTerm frequency (TF)Inverse exponential frequency (IEF)