A novel term weighting scheme for text classification: TF-MONO

•Two novel term weighting schemes are proposed for text classification.•The proposed schemes are named as TF-MONO and SRTF-MONO.•The proposed schemes are tested on 3 different benchmark datasets.•SRTF_MONO method generally outperformed all other schemes.•TF-MONO has promising results compared to others especially on benchmark datasets.