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Classical Statistics and Statistical Learning in Imaging Neuroscience.

Bzdok D.

Front Neurosci. 2017 Oct 6;11:543. doi: 10.3389/fnins.2017.00543. eCollection 2017. Review.


Image identification from brain activity using the population receptive field model.

Zuiderbaan W, Harvey BM, Dumoulin SO.

PLoS One. 2017 Sep 18;12(9):e0183295. doi: 10.1371/journal.pone.0183295. eCollection 2017.


Noise correlations in the human brain and their impact on pattern classification.

Bejjanki VR, da Silveira RA, Cohen JD, Turk-Browne NB.

PLoS Comput Biol. 2017 Aug 25;13(8):e1005674. doi: 10.1371/journal.pcbi.1005674. eCollection 2017 Aug.


Decoding fMRI events in sensorimotor motor network using sparse paradigm free mapping and activation likelihood estimates.

Tan FM, Caballero-Gaudes C, Mullinger KJ, Cho SY, Zhang Y, Dryden IL, Francis ST, Gowland PA.

Hum Brain Mapp. 2017 Nov;38(11):5778-5794. doi: 10.1002/hbm.23767. Epub 2017 Aug 16.


Reconstruction of Arm Movement Directions from Human Motor Cortex Using fMRI.

Nam S, Kim DS.

Front Neurosci. 2017 Jul 27;11:434. doi: 10.3389/fnins.2017.00434. eCollection 2017.


Multivariate Bayesian decoding of single-trial event-related fMRI responses for memory retrieval of voluntary actions.

Lee D, Yun S, Jang C, Park HJ.

PLoS One. 2017 Aug 4;12(8):e0182657. doi: 10.1371/journal.pone.0182657. eCollection 2017.


Neural representations of the concepts in simple sentences: Concept activation prediction and context effects.

Just MA, Wang J, Cherkassky VL.

Neuroimage. 2017 Aug 15;157:511-520. doi: 10.1016/j.neuroimage.2017.06.033. Epub 2017 Jun 17.


On the partnership between neural representations of object categories and visual features in the ventral visual pathway.

Bracci S, Ritchie JB, de Beeck HO.

Neuropsychologia. 2017 Oct;105:153-164. doi: 10.1016/j.neuropsychologia.2017.06.010. Epub 2017 Jun 12.


Electroencephalogram-based decoding cognitive states using convolutional neural network and likelihood ratio based score fusion.

Zafar R, Dass SC, Malik AS.

PLoS One. 2017 May 30;12(5):e0178410. doi: 10.1371/journal.pone.0178410. eCollection 2017.


Pattern classification of EEG signals reveals perceptual and attentional states.

List A, Rosenberg MD, Sherman A, Esterman M.

PLoS One. 2017 Apr 26;12(4):e0176349. doi: 10.1371/journal.pone.0176349. eCollection 2017.


Nicotine deprivation elevates neural representation of smoking-related cues in object-sensitive visual cortex: a proof of concept study.

Havermans A, van Schayck OCP, Vuurman EFPM, Riedel WJ, van den Hurk J.

Psychopharmacology (Berl). 2017 Aug;234(16):2375-2384. doi: 10.1007/s00213-017-4628-3. Epub 2017 Apr 21.


Task alters category representations in prefrontal but not high-level visual cortex.

Bugatus L, Weiner KS, Grill-Spector K.

Neuroimage. 2017 Jul 15;155:437-449. doi: 10.1016/j.neuroimage.2017.03.062. Epub 2017 Apr 4.


Bottom-up and top-down computations in word- and face-selective cortex.

Kay KN, Yeatman JD.

Elife. 2017 Feb 22;6. pii: e22341. doi: 10.7554/eLife.22341.


Interpretability of Multivariate Brain Maps in Linear Brain Decoding: Definition, and Heuristic Quantification in Multivariate Analysis of MEG Time-Locked Effects.

Kia SM, Vega Pons S, Weisz N, Passerini A.

Front Neurosci. 2017 Jan 23;10:619. doi: 10.3389/fnins.2016.00619. eCollection 2016.


What the success of brain imaging implies about the neural code.

Guest O, Love BC.

Elife. 2017 Jan 19;6. pii: e21397. doi: 10.7554/eLife.21397.


Support vector machine classification of arterial volume-weighted arterial spin tagging images.

Shah YS, Hernandez-Garcia L, Jahanian H, Peltier SJ.

Brain Behav. 2016 Oct 7;6(12):e00549. doi: 10.1002/brb3.549. eCollection 2016 Dec.


A Hitchhiker's Guide to Functional Magnetic Resonance Imaging.

Soares JM, Magalhães R, Moreira PS, Sousa A, Ganz E, Sampaio A, Alves V, Marques P, Sousa N.

Front Neurosci. 2016 Nov 10;10:515. eCollection 2016. Review.


"Hearing faces and seeing voices": Amodal coding of person identity in the human brain.

Awwad Shiekh Hasan B, Valdes-Sosa M, Gross J, Belin P.

Sci Rep. 2016 Nov 24;6:37494. doi: 10.1038/srep37494.


Decoding the Semantic Content of Natural Movies from Human Brain Activity.

Huth AG, Lee T, Nishimoto S, Bilenko NY, Vu AT, Gallant JL.

Front Syst Neurosci. 2016 Oct 7;10:81. eCollection 2016.

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