Graduation

• Phd 2016 : Semi-supervised classification of medical data. Thesis Co-Director: Prof. Mohammed Amine CHIKH (Tlemcen University, Algeria), Prof. Vincent BARRA (Clermont Auvergne University, France) .

• Magister 2011: Strengthening Structural Learning for Diabetes Recognition. Director: Prof. Mohammed Amine CHIKH (Tlemcen University, Algeria).

• Engineer 2009 : Neuro-fuzzy recognition of diabetes. Director: Prof. Mohammed Amine CHIKH (Tlemcen University, Algeria).

Hal INRIA

• R. GUILAL, N. SETTOUTI and MA. CHIKH. Multiple myeloma: a descriptive study of data in clinical practice. 2019.

• N. SETTOUTI and MA. BECHAR. Semi-supervised Learning Random Forests (Co-forest) for retinal image segmentation. 2016.

• K. DOUIBI and N. SETTOUTI, Automatic classification of hypothyroid. 2013.

• S.BENIKHLEF, E-B. BENDIMERAD and N. SETTOUTI, Feature extraction for the classification of Parkinson's disease. 2013.

• N. SETTOUTI and A. HAFA, Filter approach for selection of relevant genes from Colon Cancer microarray data. 2013.

• N. SETTOUTI, Strengthening Structural Learning for Diabetes Recognition. 2011.

• N. SETTOUTI and TE. FANDI, Neuro-fuzzy recognition of diabetes. 2009.