In this work we examine the interest of both LDA and PCA applied on the mel-cepstrum coefficients for speaker diarization. PCA is applied before the diarization process when LDA is used after an initial diarization step. We show that PCA allows a reduction in diarization time but do not offer a diarization error reduction contrarily to LDA which allows a performance improvement of about 14:8% (relative).