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Multivariate decoding of brain images using ordinal regression.
Doyle OM, Ashburner J, Zelaya FO, Williams SCR, Mehta MA, Marquand AF. Doyle OM, et al. Neuroimage. 2013 Nov 1;81:347-357. doi: 10.1016/j.neuroimage.2013.05.036. Epub 2013 May 17. Neuroimage. 2013. PMID: 23684876 Free PMC article.
Here, we propose a novel, alternative multivariate approach that overcomes these limitations - whole brain probabilistic ordinal regression using a Gaussian process framework. ...Ordinal regression was thus the only method that performed …
Here, we propose a novel, alternative multivariate approach that overcomes these limitations - whole brain probabilistic or
Sparse Ordinal Logistic Regression and Its Application to Brain Decoding.
Satake E, Majima K, Aoki SC, Kamitani Y. Satake E, et al. Front Neuroinform. 2018 Aug 15;12:51. doi: 10.3389/fninf.2018.00051. eCollection 2018. Front Neuroinform. 2018. PMID: 30158864 Free PMC article.
Brain decoding with multivariate classification and regression has provided a powerful framework for characterizing information encoded in population neural activity. ...To date, there is no established method of predicting ordinal variables in
Brain decoding with multivariate classification and regression has provided a powerful framework for characteriz