Luts, Jan; Poullet, Jean-Baptiste; Garcia-Gomez, Juan M; Heerschap, Arend; Robles, Montserrat; Suykens, Johan A.K.; Van Huffel, Sabine(John Wiley & Sons, 2008-08)
[EN] This study examines the effect of feature extraction methods prior to automated pattern recognition based on magnetic resonance spectroscopy (MRS) for brain tumor diagnosis. Since individual inspection of spectra is ...
Fuster García, Elíes; Tortajada Velert, Salvador; Vicente Robledo, Javier; Robles Viejo, Montserrat; García Gómez, Juan Miguel(Wiley-Blackwell, 2013-05)
The current challenge in automatic brain tumor classification based on MRS is the improvement of the robustness of the classification models that explicitly account for the probable breach of the independent and identically ...
[EN] Purpose: To evaluate the potential of 2D texture features extracted from magnetic resonance (MR) images for differentiating brain metastasis (BM) and glioblastomas (GBM) following a radiomics approach.
Methods: This ...
[EN] Automatic brain tumor classification by MRS has been under development for more than a decade. Nonetheless, to our knowledge, there are no published evaluations of predictive models with unseen cases that are subsequently ...