Profil

Wehenkel Marie

Main Referenced Co-authors
Geurts, Pierre  (8)
Phillips, Christophe  (8)
Bastin, Christine  (6)
Alzheimer's Disease NeuroImaging Initiative (1)
Bernard, Claire (1)
Main Referenced Keywords
Alzheimer's disease (6); Machine learning (6); Random forests (4); Prognosis (3); Group selection (2);
Main Referenced Unit & Research Centers
GIGA CRC (Cyclotron Research Center) In vivo Imaging-Aging & Memory - ULiège [BE] (8)
Main Referenced Disciplines
Engineering, computing & technology: Multidisciplinary, general & others (12)
Electrical & electronics engineering (1)
Neurosciences & behavior (1)

Publications (total 13)

The most downloaded
502 downloads
Wehenkel, M. (2018). Characterization of neurodegenerative diseases with tree ensemble methods: the case of Alzheimer's disease [Doctoral thesis, ULiège - Université de Liège]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/227796 https://hdl.handle.net/2268/227796

The most cited

16 citations (Scopus®)

Wehenkel, M., Sutera, A., Bastin, C., Geurts, P.* , & Phillips, C.*. (29 June 2018). Random Forests based group importance scores and their statistical interpretation: application for Alzheimer’s disease. Frontiers in Neuroscience, 12, 411. doi:10.3389/fnins.2018.00411 https://hdl.handle.net/2268/226085

Meyer, F., Wehenkel, M., Phillips, C., Geurts, P., HUSTINX, R., Bernard, C., Bastin, C., Salmon, E., & Alzheimer's Disease NeuroImaging Initiative. (2019). Characterization of a temporoparietal junction subtype of Alzheimer’s disease. Human Brain Mapping, 40, 4279-4286. doi:10.1002/hbm.24701
Peer Reviewed verified by ORBi

Wehenkel, M. (2018). Characterization of neurodegenerative diseases with tree ensemble methods: the case of Alzheimer's disease [Doctoral thesis, ULiège - Université de Liège]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/227796

Wehenkel, M., Sutera, A., Bastin, C., Geurts, P.* , & Phillips, C.*. (29 June 2018). Random Forests based group importance scores and their statistical interpretation: application for Alzheimer’s disease. Frontiers in Neuroscience, 12, 411. doi:10.3389/fnins.2018.00411
Peer Reviewed verified by ORBi
* These authors have contributed equally to this work.

Wehenkel, M., Bastin, C., Geurts, P., & Phillips, C. (2018). Computer Aided Diagnosis System Based on Random Forests for the Prognosis of Alzheimer’s Disease. In 1st HBP Student Conference - Transdisciplinary Research Linking Neuroscience, Brain Medicine and Computer Science. Frontiers Media S.A. doi:10.3389/978-2-88945-421-1
Peer reviewed

Wehenkel, M., Bastin, C., Geurts, P., & Phillips, C. (28 June 2017). Parceling and tree-based ensemble methods for the prognosis of Alzheimer's disease [Poster presentation]. 23rd Annual Meeting of the Organization for Human Brain Mapping, Vancouver, Canada.

Wehenkel, M., Bastin, C., Phillips, C.* , & Geurts, P.*. (2017). Tree Ensemble Methods and Parcelling to Identify Brain Areas Related to Alzheimer’s Disease. In 2017 International Workshop on Pattern Recognition in Neuroimaging (PRNI), proceedings. IEEE. doi:10.1109/PRNI.2017.7981513
Peer reviewed
* These authors have contributed equally to this work.

Wehenkel, M., Bastin, C., Phillips, C., & Geurts, P. (08 February 2017). Computer aided diagnosis system based on random forests for the prognosis of Alzheimer's disease [Paper presentation]. 1st HBP Student Conference - Transdisciplinary Research Linking Neuroscience, Brain Medicine and Computer Science, Vienne, Austria.

Wehenkel, M., Geurts, P., & Phillips, C. (30 June 2016). Accuracy and interpretability, tree-based machine learning approaches [Poster presentation]. 22nd Annual Meeting of the Organization for Human Brain Mapping, Geneva, Switzerland.

Wehenkel, M. (25 January 2016). Accuracy and interpretability, tree-based machine learning approaches in neuroimaging [Poster presentation]. GIGA-Day 2016, Liège, Belgium.

Wehenkel, M. (26 November 2015). Forward Stagewise Additive Modeling for Computer Aided Diagnosis (CAD) Systems [Poster presentation]. IEEE-EMBS Benelux Chapter Meeting, Liège, Belgium.

Wehenkel, M., Geurts, P., & Phillips, C. (15 March 2015). Tree Ensemble Methods for Computer Aided Diagnosis (CAD) Systems [Poster presentation]. 2nd HBP Education Workshop : Future Medicine, Lausanne, Switzerland.

Wehenkel, M. (2015). Tree Ensemble Methods for Computer Aided Diagnosis (CAD) Systems : Application to neurodegenerative diseases. In Human Brain Project : 2nd HBP Education Workshop : Future Medicine : Medical Intelligence for Brain Diseases : 15th-18th March 2015, CHUV, Lausanne, Switzerland : Abstract Collection Students.
Peer reviewed

Wehenkel, M. (2014). Cellular regulation mechanisms : case study of up and down states in the Purkinje cell [Master’s dissertation, ULiège - Université de Liège]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/177818

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