Machine Learning with Brain Graphs: Predictive Modeling Approaches for Functional Imaging in Systems Neuroscience

IEEE Signal Processing Magazine - Tập 30 Số 3 - Trang 58-70 - 2013
Jonas Richiardi1, Sophie Achard2, Horst Bunke3, Dimitri Van De Ville1
1Institue of Bioeng., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland
2Inst. Nat. Polytech. de Grenoble, Grenoble, France
3Inst. of Comput. Sci. & Appl. Math., Univ. of Bern, Bern, Switzerland

Tóm tắt

Từ khóa


Tài liệu tham khảo

10.1016/S0031-3203(03)00084-0

10.1093/brain/awr331

wang, 2006, Proc. Int. Conf. Medical Image Computing and Computer Assisted Intervention, Proc Int Conf Medical Image Computing and Computer Assisted Intervention, 340

achard, 2007, PLoS Comput. Biol., PLoS Comput Biol, 3, 174?0183

10.1016/j.neuroimage.2011.10.002

cecchi, 2009, Proc. Neural Information Processing Systems (NIPS), Proc Neural Information Processing Systems (NIPS), 252

10.1016/j.neuroimage.2009.11.011

2011, NeuroImage, NeuroImage, 56, 616

richiardi, 2010, Proc. 20th Int. Conf. Pattern Recognition (ICPR), Proc 20th Int Conf Pattern Recognition (ICPR), 902

10.1002/mrm.22159

bassett, 2011, Proc. Nat. Acad. Sci., Proc Nat Acad Sci, 108, 7641, 10.1073/pnas.1018985108

10.1007/s10994-010-5180-0

10.1142/7731

10.1016/j.neuroimage.2010.08.042

10.1016/j.neuroimage.2009.10.003

fox, 2010, Front. Syst. Neurosci., Front Syst Neurosci

10.1038/nrn2575

10.1016/j.neuroimage.2010.08.063

10.1016/S0165-0270(02)00358-8

10.1093/cercor/bhi016

10.1089/brain.2012.0073

10.1016/j.neuroimage.2005.12.057

10.1002/hbm.20513

baccal, 2001, Biol. Cybernet., Biol Cybernet, 84, 463

10.1371/journal.pone.0024642

10.1523/JNEUROSCI.1604-12.2012

jo, 2010, NeuroImage, NeuroImage, 52, 571, 10.1016/j.neuroimage.2010.04.246

achard, 2011, Proc. IEEE Workshop on Statistical Signal Processing (SSP), Proc IEEE Workshop on Statistical Signal Processing (SSP), 813

10.1016/j.neuroimage.2009.12.027

10.1198/jasa.2011.tm11015

wee, 0, Proc. Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Lecture Notes in Computer Science, Proc Medical Image Computing and Computer-Assisted Intervention (MICCAI) (Lecture Notes in Computer Science, 7511, 212

10.1126/science.1194144

10.1093/cercor/bhr099

10.1016/j.neuroimage.2012.06.036

10.1002/mrm.1910340409

10.1093/cercor/bhi016

10.1371/journal.pone.0010232

10.1002/hbm.1048

10.1016/S0730-725X(02)00503-9

10.1016/j.neuroimage.2007.11.001

10.1016/j.jneumeth.2010.11.029

10.1093/acprof:oso/9780195301069.001.0001

10.1016/j.neuroimage.2004.10.044

10.1016/j.neuroimage.2004.07.012

whitcher, 2000, J. Geophys. Res., J Geophys Res, 105, 941

sporns, 2011, Networks of the Brain, Networks of the Brain

10.1523/JNEUROSCI.3874-05.2006

10.1109/MEMB.2006.1607667

10.1016/j.neuroimage.2008.11.007

10.1007/s10044-004-0222-5

10.1016/j.compbiomed.2011.04.011

strother, 2004, I: A preliminary group analysis. NeuroImage, I A preliminary group analysis NeuroImage, 23, 196s

10.1093/acprof:oso/9780199206650.003.0001

mokhtari and, 2013, J. Neurosci. Methods, J Neurosci Methods, 212, 259

10.1109/TPAMI.2005.78

10.1148/radiol.10100734

10.1016/j.neuroimage.2012.05.078

10.1142/9789812814562_0001

10.1109/WBD.2010.15

pekalksa, 2001, J. Mach. Learn. Res., J Mach Learn Res, 2, 175

vishwanathan, 2010, J. Mach. Learn. Res., J Mach Learn Res, 11, 1201