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Items: 1 to 50 of 51

1.

Making Individual Prognoses in Psychiatry Using Neuroimaging and Machine Learning.

Janssen RJ, Mourão-Miranda J, Schnack HG.

Biol Psychiatry Cogn Neurosci Neuroimaging. 2018 Apr 22. pii: S2451-9022(18)30098-3. doi: 10.1016/j.bpsc.2018.04.004. [Epub ahead of print] Review.

PMID:
29789268
2.

Embedding Anatomical or Functional Knowledge in Whole-Brain Multiple Kernel Learning Models.

Schrouff J, Monteiro JM, Portugal L, Rosa MJ, Phillips C, Mourão-Miranda J.

Neuroinformatics. 2018 Jan;16(1):117-143. doi: 10.1007/s12021-017-9347-8.

3.

Sparsity Is Better with Stability: Combining Accuracy and Stability for Model Selection in Brain Decoding.

Baldassarre L, Pontil M, Mourão-Miranda J.

Front Neurosci. 2017 Feb 17;11:62. doi: 10.3389/fnins.2017.00062. eCollection 2017.

4.

Predictive modelling using neuroimaging data in the presence of confounds.

Rao A, Monteiro JM, Mourao-Miranda J; Alzheimer's Disease Initiative.

Neuroimage. 2017 Apr 15;150:23-49. doi: 10.1016/j.neuroimage.2017.01.066. Epub 2017 Jan 29.

5.

Prediction of Individual Differences from Neuroimaging Data.

Calhoun VD, Lawrie SM, Mourao-Miranda J, Stephan KE.

Neuroimage. 2017 Jan 15;145(Pt B):135-136. doi: 10.1016/j.neuroimage.2016.12.012. No abstract available.

6.

Multi-center MRI prediction models: Predicting sex and illness course in first episode psychosis patients.

Nieuwenhuis M, Schnack HG, van Haren NE, Lappin J, Morgan C, Reinders AA, Gutierrez-Tordesillas D, Roiz-Santiañez R, Schaufelberger MS, Rosa PG, Zanetti MV, Busatto GF, Crespo-Facorro B, McGorry PD, Velakoulis D, Pantelis C, Wood SJ, Kahn RS, Mourao-Miranda J, Dazzan P.

Neuroimage. 2017 Jan 15;145(Pt B):246-253. doi: 10.1016/j.neuroimage.2016.07.027. Epub 2016 Jul 12.

7.

A multiple hold-out framework for Sparse Partial Least Squares.

Monteiro JM, Rao A, Shawe-Taylor J, Mourão-Miranda J; Alzheimer's Disease Initiative.

J Neurosci Methods. 2016 Sep 15;271:182-94. doi: 10.1016/j.jneumeth.2016.06.011. Epub 2016 Jun 26.

8.

Decoding negative affect personality trait from patterns of brain activation to threat stimuli.

Fernandes O Jr, Portugal LCL, Alves RCS, Arruda-Sanchez T, Rao A, Volchan E, Pereira M, Oliveira L, Mourao-Miranda J.

Neuroimage. 2017 Jan 15;145(Pt B):337-345. doi: 10.1016/j.neuroimage.2015.12.050. Epub 2016 Jan 5.

9.

Can Emotional and Behavioral Dysregulation in Youth Be Decoded from Functional Neuroimaging?

Portugal LC, Rosa MJ, Rao A, Bebko G, Bertocci MA, Hinze AK, Bonar L, Almeida JR, Perlman SB, Versace A, Schirda C, Travis M, Gill MK, Demeter C, Diwadkar VA, Ciuffetelli G, Rodriguez E, Forbes EE, Sunshine JL, Holland SK, Kowatch RA, Birmaher B, Axelson D, Horwitz SM, Arnold EL, Fristad MA, Youngstrom EA, Findling RL, Pereira M, Oliveira L, Phillips ML, Mourao-Miranda J.

PLoS One. 2016 Jan 5;11(1):e0117603. doi: 10.1371/journal.pone.0117603. eCollection 2016.

10.

Decoding intracranial EEG data with multiple kernel learning method.

Schrouff J, Mourão-Miranda J, Phillips C, Parvizi J.

J Neurosci Methods. 2016 Mar 1;261:19-28. doi: 10.1016/j.jneumeth.2015.11.028. Epub 2015 Dec 12.

11.

Sparse network-based models for patient classification using fMRI.

Rosa MJ, Portugal L, Hahn T, Fallgatter AJ, Garrido MI, Shawe-Taylor J, Mourao-Miranda J.

Neuroimage. 2015 Jan 15;105:493-506. doi: 10.1016/j.neuroimage.2014.11.021. Epub 2014 Nov 15.

12.

SCoRS--A Method Based on Stability for Feature Selection and Mapping inNeuroimaging [corrected].

Rondina JM, Hahn T, de Oliveira L, Marquand AF, Dresler T, Leitner T, Fallgatter AJ, Shawe-Taylor J, Mourao-Miranda J.

IEEE Trans Med Imaging. 2014 Jan;33(1):85-98. doi: 10.1109/TMI.2013.2281398. Epub 2013 Sep 11. Erratum in: IEEE Trans Med Imaging. 2014 Mar;33(3):794.

13.

Pattern recognition analysis of anterior cingulate cortex blood flow to classify depression polarity.

Almeida JR, Mourao-Miranda J, Aizenstein HJ, Versace A, Kozel FA, Lu H, Marquand A, LaBarbara EJ, Brammer M, Trivedi M, Kupfer DJ, Phillips ML.

Br J Psychiatry. 2013 Sep;203(3):310-1. doi: 10.1192/bjp.bp.112.122838. Epub 2013 Aug 22.

14.

Automated, high accuracy classification of Parkinsonian disorders: a pattern recognition approach.

Marquand AF, Filippone M, Ashburner J, Girolami M, Mourao-Miranda J, Barker GJ, Williams SC, Leigh PN, Blain CR.

PLoS One. 2013 Jul 15;8(7):e69237. doi: 10.1371/journal.pone.0069237. Print 2013.

15.

Examination of the predictive value of structural magnetic resonance scans in bipolar disorder: a pattern classification approach.

Rocha-Rego V, Jogia J, Marquand AF, Mourao-Miranda J, Simmons A, Frangou S.

Psychol Med. 2014 Feb;44(3):519-32. doi: 10.1017/S0033291713001013. Epub 2013 Jun 5.

16.

The pathways for intelligible speech: multivariate and univariate perspectives.

Evans S, Kyong JS, Rosen S, Golestani N, Warren JE, McGettigan C, Mourão-Miranda J, Wise RJ, Scott SK.

Cereb Cortex. 2014 Sep;24(9):2350-61. doi: 10.1093/cercor/bht083. Epub 2013 Apr 12.

17.

What does brain response to neutral faces tell us about major depression? evidence from machine learning and fMRI.

Oliveira L, Ladouceur CD, Phillips ML, Brammer M, Mourao-Miranda J.

PLoS One. 2013;8(4):e60121. doi: 10.1371/journal.pone.0060121. Epub 2013 Apr 1.

18.

PRoNTo: pattern recognition for neuroimaging toolbox.

Schrouff J, Rosa MJ, Rondina JM, Marquand AF, Chu C, Ashburner J, Phillips C, Richiardi J, Mourão-Miranda J.

Neuroinformatics. 2013 Jul;11(3):319-37. doi: 10.1007/s12021-013-9178-1.

19.

PROBABILISTIC PREDICTION OF NEUROLOGICAL DISORDERS WITH A STATISTICAL ASSESSMENT OF NEUROIMAGING DATA MODALITIES.

Filippone M, Marquand AF, Blain CR, Williams SC, Mourão-Miranda J, Girolami M.

Ann Appl Stat. 2012 Dec 27;6(4):1883-1905.

20.

Measuring abnormal brains: building normative rules in neuroimaging using one-class support vector machines.

Sato JR, Rondina JM, Mourão-Miranda J.

Front Neurosci. 2012 Dec 13;6:178. doi: 10.3389/fnins.2012.00178. eCollection 2012.

21.

A novel approach to probabilistic biomarker-based classification using functional near-infrared spectroscopy.

Hahn T, Marquand AF, Plichta MM, Ehlis AC, Schecklmann MW, Dresler T, Jarczok TA, Eirich E, Leonhard C, Reif A, Lesch KP, Brammer MJ, Mourao-Miranda J, Fallgatter AJ.

Hum Brain Mapp. 2013 May;34(5):1102-14. doi: 10.1002/hbm.21497. Epub 2012 Jan 16.

22.

Pattern recognition analyses of brain activation elicited by happy and neutral faces in unipolar and bipolar depression.

Mourão-Miranda J, Almeida JR, Hassel S, de Oliveira L, Versace A, Marquand AF, Sato JR, Brammer M, Phillips ML.

Bipolar Disord. 2012 Jun;14(4):451-60. doi: 10.1111/j.1399-5618.2012.01019.x.

23.

Pattern recognition and functional neuroimaging help to discriminate healthy adolescents at risk for mood disorders from low risk adolescents.

Mourão-Miranda J, Oliveira L, Ladouceur CD, Marquand A, Brammer M, Birmaher B, Axelson D, Phillips ML.

PLoS One. 2012;7(2):e29482. doi: 10.1371/journal.pone.0029482. Epub 2012 Feb 15.

24.

Diagnostic neuroimaging across diseases.

Klöppel S, Abdulkadir A, Jack CR Jr, Koutsouleris N, Mourão-Miranda J, Vemuri P.

Neuroimage. 2012 Jun;61(2):457-63. doi: 10.1016/j.neuroimage.2011.11.002. Epub 2011 Nov 7. Review.

25.

Individualized prediction of illness course at the first psychotic episode: a support vector machine MRI study.

Mourao-Miranda J, Reinders AA, Rocha-Rego V, Lappin J, Rondina J, Morgan C, Morgan KD, Fearon P, Jones PB, Doody GA, Murray RM, Kapur S, Dazzan P.

Psychol Med. 2012 May;42(5):1037-47. doi: 10.1017/S0033291711002005. Epub 2011 Nov 7.

26.

Utilizing temporal information in fMRI decoding: classifier using kernel regression methods.

Chu C, Mourão-Miranda J, Chiu YC, Kriegeskorte N, Tan G, Ashburner J.

Neuroimage. 2011 Sep 15;58(2):560-71. doi: 10.1016/j.neuroimage.2011.06.053. Epub 2011 Jun 25.

27.

Patient classification as an outlier detection problem: an application of the One-Class Support Vector Machine.

Mourão-Miranda J, Hardoon DR, Hahn T, Marquand AF, Williams SC, Shawe-Taylor J, Brammer M.

Neuroimage. 2011 Oct 1;58(3):793-804. doi: 10.1016/j.neuroimage.2011.06.042. Epub 2011 Jun 24.

28.

Pattern classification of working memory networks reveals differential effects of methylphenidate, atomoxetine, and placebo in healthy volunteers.

Marquand AF, De Simoni S, O'Daly OG, Williams SC, Mourão-Miranda J, Mehta MA.

Neuropsychopharmacology. 2011 May;36(6):1237-47. doi: 10.1038/npp.2011.9. Epub 2011 Feb 23.

29.

Integrating neurobiological markers of depression.

Hahn T, Marquand AF, Ehlis AC, Dresler T, Kittel-Schneider S, Jarczok TA, Lesch KP, Jakob PM, Mourao-Miranda J, Brammer MJ, Fallgatter AJ.

Arch Gen Psychiatry. 2011 Apr;68(4):361-8. doi: 10.1001/archgenpsychiatry.2010.178. Epub 2010 Dec 6.

PMID:
21135315
30.

Motor imagery of voluntary coughing: a functional MRI study using a support vector machine.

Szameitat AJ, Raabe M, Müller HJ, Greenlee MW, Mourão-Miranda J; NCP Students.

Neuroreport. 2010 Oct 27;21(15):980-4. doi: 10.1097/WNR.0b013e32833e926f.

31.

Describing the brain in autism in five dimensions--magnetic resonance imaging-assisted diagnosis of autism spectrum disorder using a multiparameter classification approach.

Ecker C, Marquand A, Mourão-Miranda J, Johnston P, Daly EM, Brammer MJ, Maltezos S, Murphy CM, Robertson D, Williams SC, Murphy DG.

J Neurosci. 2010 Aug 11;30(32):10612-23. doi: 10.1523/JNEUROSCI.5413-09.2010.

32.

Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease.

Plant C, Teipel SJ, Oswald A, Böhm C, Meindl T, Mourao-Miranda J, Bokde AW, Hampel H, Ewers M.

Neuroimage. 2010 Mar;50(1):162-74. doi: 10.1016/j.neuroimage.2009.11.046. Epub 2009 Dec 2.

33.

Quantitative prediction of subjective pain intensity from whole-brain fMRI data using Gaussian processes.

Marquand A, Howard M, Brammer M, Chu C, Coen S, Mourão-Miranda J.

Neuroimage. 2010 Feb 1;49(3):2178-89. doi: 10.1016/j.neuroimage.2009.10.072. Epub 2009 Oct 29.

PMID:
19879364
34.

Investigating the predictive value of whole-brain structural MR scans in autism: a pattern classification approach.

Ecker C, Rocha-Rego V, Johnston P, Mourao-Miranda J, Marquand A, Daly EM, Brammer MJ, Murphy C, Murphy DG; MRC AIMS Consortium.

Neuroimage. 2010 Jan 1;49(1):44-56. doi: 10.1016/j.neuroimage.2009.08.024. Epub 2009 Aug 14.

PMID:
19683584
35.

Evaluating SVM and MLDA in the extraction of discriminant regions for mental state prediction.

Sato JR, Fujita A, Thomaz CE, Martin Mda G, Mourão-Miranda J, Brammer MJ, Amaro Junior E.

Neuroimage. 2009 May 15;46(1):105-14. doi: 10.1016/j.neuroimage.2009.01.032. Epub 2009 Jan 31. Erratum in: Neuroimage. 2009 Aug 1;47(1):423-5.

PMID:
19457392
36.

Neural correlates of sad faces predict clinical remission to cognitive behavioural therapy in depression.

Costafreda SG, Khanna A, Mourao-Miranda J, Fu CH.

Neuroreport. 2009 May 6;20(7):637-41. doi: 10.1097/WNR.0b013e3283294159.

PMID:
19339907
37.

Correlation-based multivariate analysis of genetic influence on brain volume.

Hardoon DR, Ettinger U, Mourão-Miranda J, Antonova E, Collier D, Kumari V, Williams SC, Brammer M.

Neurosci Lett. 2009 Feb 6;450(3):281-6. doi: 10.1016/j.neulet.2008.11.035. Epub 2008 Nov 18.

PMID:
19028548
38.

Neuroanatomy of verbal working memory as a diagnostic biomarker for depression.

Marquand AF, Mourão-Miranda J, Brammer MJ, Cleare AJ, Fu CH.

Neuroreport. 2008 Oct 8;19(15):1507-11. doi: 10.1097/WNR.0b013e328310425e.

PMID:
18797307
39.

Dynamic changes in the mental rotation network revealed by pattern recognition analysis of fMRI data.

Mourao-Miranda J, Ecker C, Sato JR, Brammer M.

J Cogn Neurosci. 2009 May;21(5):890-904. doi: 10.1162/jocn.2009.21078.

PMID:
18702583
40.

The impact of functional connectivity changes on support vector machines mapping of fMRI data.

Sato JR, Mourão-Miranda J, Morais Martin Mda G, Amaro E Jr, Morettin PA, Brammer MJ.

J Neurosci Methods. 2008 Jul 15;172(1):94-104. doi: 10.1016/j.jneumeth.2008.04.008. Epub 2008 Apr 16.

PMID:
18499266
41.

An fMRI normative database for connectivity networks using one-class support vector machines.

Sato JR, da Graça Morais Martin M, Fujita A, Mourão-Miranda J, Brammer MJ, Amaro E Jr.

Hum Brain Mapp. 2009 Apr;30(4):1068-76. doi: 10.1002/hbm.20569.

PMID:
18412113
42.

Pattern classification of sad facial processing: toward the development of neurobiological markers in depression.

Fu CH, Mourao-Miranda J, Costafreda SG, Khanna A, Marquand AF, Williams SC, Brammer MJ.

Biol Psychiatry. 2008 Apr 1;63(7):656-62. Epub 2007 Oct 22.

PMID:
17949689
43.

Bayesian decoding of brain images.

Friston K, Chu C, Mourão-Miranda J, Hulme O, Rees G, Penny W, Ashburner J.

Neuroimage. 2008 Jan 1;39(1):181-205. Epub 2007 Aug 24.

PMID:
17919928
44.

Unsupervised analysis of fMRI data using kernel canonical correlation.

Hardoon DR, Mourão-Miranda J, Brammer M, Shawe-Taylor J.

Neuroimage. 2007 Oct 1;37(4):1250-9. Epub 2007 Jul 3.

PMID:
17686634
45.

Dynamic discrimination analysis: a spatial-temporal SVM.

Mourão-Miranda J, Friston KJ, Brammer M.

Neuroimage. 2007 May 15;36(1):88-99. Epub 2007 Feb 23.

PMID:
17400479
46.

The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data.

Mourão-Miranda J, Reynaud E, McGlone F, Calvert G, Brammer M.

Neuroimage. 2006 Dec;33(4):1055-65. Epub 2006 Sep 28.

PMID:
17010645
47.

Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data.

Mourão-Miranda J, Bokde AL, Born C, Hampel H, Stetter M.

Neuroimage. 2005 Dec;28(4):980-95. Epub 2005 Nov 4.

PMID:
16275139
48.

[Emotional stimuli: sensory processing and motor responses].

Volchan E, Pereira MG, Oliveira Ld, Vargas C, Mourão-Miranda J, Azevedo TM, Machado-Pinheiro W, Pessoa L.

Rev Bras Psiquiatr. 2003 Dec;25 Suppl 2:29-32, 78. Epub 2004 Feb 16. Portuguese.

49.

Contributions of stimulus valence and arousal to visual activation during emotional perception.

Mourão-Miranda J, Volchan E, Moll J, de Oliveira-Souza R, Oliveira L, Bramati I, Gattass R, Pessoa L.

Neuroimage. 2003 Dec;20(4):1955-63.

PMID:
14683701
50.

Enhanced interictal responsiveness of the migraineous visual cortex to incongruent bar stimulation: a functional MRI visual activation study.

Vincent M, Pedra E, Mourão-Miranda J, Bramati IE, Henrique AR, Moll J.

Cephalalgia. 2003 Nov;23(9):860-8.

PMID:
14616927

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