-
1
-
-
84947466043
-
Machine learning in medicine
-
PMID: 26572668
-
Deo RC. Machine Learning in Medicine. Circulation. 2015; 132(20):1920-30. https://doi.org/10.1161/CIRCULATIONAHA.115.001593 PMID: 26572668.
-
(2015)
Circulation
, vol.132
, Issue.20
, pp. 1920-1930
-
-
Deo, R.C.1
-
2
-
-
84861986826
-
Machine learning and radiology
-
PMID: 22465077
-
Wang S, Summers RM. Machine learning and radiology. Medical image analysis. 2012; 16(5):933-51. https://doi.org/10.1016/j.media.2012.02.005 PMID: 22465077.
-
(2012)
Medical Image Analysis
, vol.16
, Issue.5
, pp. 933-951
-
-
Wang, S.1
Summers, R.M.2
-
3
-
-
65549168742
-
Machine learning classifiers and fMRI: A tutorial overview
-
PMID: 19070668
-
Pereira F, Mitchell T, Botvinick M. Machine learning classifiers and fMRI: A tutorial overview. Neuro- Image. 2009; 45(1 Suppl):S199-S209. https://doi.org/10.1016/j.neuroimage.2008.11.007 PMID: 19070668.
-
(2009)
Neuro- Image
, vol.45
, Issue.1
, pp. S199-S209
-
-
Pereira, F.1
Mitchell, T.2
Botvinick, M.3
-
5
-
-
84921491253
-
Multivariate data analysis and machine learning in Alzheimer's disease with a focus on structural magnetic resonance imaging
-
PMID: 24718104
-
Falahati F, Westman E, Simmons A. Multivariate data analysis and machine learning in Alzheimer's disease with a focus on structural magnetic resonance imaging. Journal of Alzheimer's disease: JAD. 2014; 41(3):685-708. https://doi.org/10.3233/JAD-131928 PMID: 24718104.
-
(2014)
Journal of Alzheimer's Disease: JAD
, vol.41
, Issue.3
, pp. 685-708
-
-
Falahati, F.1
Westman, E.2
Simmons, A.3
-
6
-
-
84949505803
-
Studying depression using imaging and machine learning methods
-
PMID: 26759786
-
Patel MJ, Khalaf A, Aizenstein HJ. Studying depression using imaging and machine learning methods. NeuroImage Clinical. 2016; 10:115-23. https://doi.org/10.1016/j.nicl.2015.11.003 PMID: 26759786.
-
(2016)
NeuroImage Clinical
, vol.10
, pp. 115-123
-
-
Patel, M.J.1
Khalaf, A.2
Aizenstein, H.J.3
-
7
-
-
84952637704
-
-
PMID: 26254595
-
Wolfers T, Buitelaar JK, Beckmann CF, Franke B, Marquand AF. From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics Neuroscience and biobehavioral reviews. 2015; 57:328-49. https://doi.org/10.1016/j.neubiorev.2015.08.001 PMID: 26254595.
-
(2015)
From Estimating Activation Locality to Predicting Disorder: A Review of Pattern Recognition for Neuroimaging-based Psychiatric Diagnostics Neuroscience and Biobehavioral Reviews
, vol.57
, pp. 328-349
-
-
Wolfers, T.1
Buitelaar, J.K.2
Beckmann, C.F.3
Franke, B.4
Marquand, A.F.5
-
8
-
-
73149086838
-
Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme
-
Zacharaki EI, Wang S, Chawla S, Soo Yoo D, Wolf R, Melhem ER, et al. Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme. Magnetic resonance in medicine: official journal of the Society of Magnetic Resonance in Medicine/Society of Magnetic Resonance in Medicine. 2009; 62(6):1609-18.
-
(2009)
Magnetic Resonance in Medicine: Official Journal of the Society of Magnetic Resonance in Medicine/Society of Magnetic Resonance in Medicine
, vol.62
, Issue.6
, pp. 1609-1618
-
-
Zacharaki, E.I.1
Wang, S.2
Chawla, S.3
Soo, Y.D.4
Wolf, R.5
Melhem, E.R.6
-
9
-
-
84899723552
-
A comparison of supervised machine learning algorithms and feature vectors for MS lesion segmentation using multimodal structural MRI
-
PMID: 24781953
-
Sweeney EM, Vogelstein JT, Cuzzocreo JL, Calabresi PA, Reich DS, Crainiceanu CM, et al. A comparison of supervised machine learning algorithms and feature vectors for MS lesion segmentation using multimodal structural MRI. PloS one. 2014; 9(4):e95753. https://doi.org/10.1371/journal.pone.0095753 PMID: 24781953.
-
(2014)
PloS One
, vol.9
, Issue.4
, pp. e95753
-
-
Sweeney, E.M.1
Vogelstein, J.T.2
Cuzzocreo, J.L.3
Calabresi, P.A.4
Reich, D.S.5
Crainiceanu, C.M.6
-
10
-
-
84928827486
-
Comparison of machine classification algorithms for fibromyalgia: Neuroimages versus self-report
-
Robinson ME, O'Shea AM, Craggs JG, Price DD, Letzen JE, Staud R. Comparison of machine classification algorithms for fibromyalgia: neuroimages versus self-report. The journal of pain: official journal of the American Pain Society. 2015; 16(5):472-7.
-
(2015)
The Journal of Pain: Official Journal of the American Pain Society
, vol.16
, Issue.5
, pp. 472-477
-
-
Robinson, M.E.1
O'Shea, A.M.2
Craggs, J.G.3
Price, D.D.4
Letzen, J.E.5
Staud, R.6
-
11
-
-
84876791647
-
Different multivariate techniques for automated classification of MRI data in Alzheimer's disease and mild cognitive impairment
-
PMID: 23541334
-
Aguilar C, Westman E, Muehlboeck JS, Mecocci P, Vellas B, Tsolaki M, et al. Different multivariate techniques for automated classification of MRI data in Alzheimer's disease and mild cognitive impairment. Psychiatry research. 2013; 212(2):89-98. https://doi.org/10.1016/j.pscychresns.2012.11.005 PMID: 23541334.
-
(2013)
Psychiatry Research
, vol.212
, Issue.2
, pp. 89-98
-
-
Aguilar, C.1
Westman, E.2
Muehlboeck, J.S.3
Mecocci, P.4
Vellas, B.5
Tsolaki, M.6
-
12
-
-
84867379844
-
Alzheimer's Disease Neuroimaging I. Classification of structural MRI images in Alzheimer's disease from the perspective of ill-posed problems
-
PMID: 23071501
-
Casanova R, Hsu FC, Espeland MA, Alzheimer's Disease Neuroimaging I. Classification of structural MRI images in Alzheimer's disease from the perspective of ill-posed problems. PloS one. 2012; 7(10): e44877. https://doi.org/10.1371/journal.pone.0044877 PMID: 23071501.
-
(2012)
PloS One
, vol.7
, Issue.10
, pp. e44877
-
-
Casanova, R.1
Hsu, F.C.2
Espeland, M.A.3
-
13
-
-
84870945453
-
Anatomical brain images alone can accurately diagnose chronic neuropsychiatric illnesses
-
PMID: 23236384
-
Bansal R, Staib LH, Laine AF, Hao X, Xu D, Liu J, et al. Anatomical brain images alone can accurately diagnose chronic neuropsychiatric illnesses. PloS one. 2012; 7(12):e50698. https://doi.org/10.1371/journal.pone.0050698 PMID: 23236384.
-
(2012)
PloS One
, vol.7
, Issue.12
, pp. e50698
-
-
Bansal, R.1
Staib, L.H.2
Laine, A.F.3
Hao, X.4
Xu, D.5
Liu, J.6
-
14
-
-
84884243434
-
Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects
-
PMID: 24004694
-
Schnack HG, Nieuwenhuis M, van Haren NE, Abramovic L, Scheewe TW, Brouwer RM, et al. Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects. NeuroImage. 2014; 84:299-306. https://doi.org/10.1016/j.neuroimage.2013.08.053 PMID: 24004694.
-
(2014)
NeuroImage
, vol.84
, pp. 299-306
-
-
Schnack, H.G.1
Nieuwenhuis, M.2
Van Haren, N.E.3
Abramovic, L.4
Scheewe, T.W.5
Brouwer, R.M.6
-
15
-
-
84893723697
-
Neuroanatomical classification in a population-based sample of psychotic major depression and bipolar I disorder with 1 year of diagnostic stability
-
PMID: 24575411
-
Serpa MH, Ou Y, Schaufelberger MS, Doshi J, Ferreira LK, Machado-Vieira R, et al. Neuroanatomical classification in a population-based sample of psychotic major depression and bipolar I disorder with 1 year of diagnostic stability. BioMed research international. 2014; 2014:706157. https://doi.org/10.1155/2014/706157 PMID: 24575411.
-
(2014)
BioMed Research International. 2014
, pp. 706157
-
-
Serpa, M.H.1
Ou, Y.2
Schaufelberger, M.S.3
Doshi, J.4
Ferreira, L.K.5
Machado-Vieira, R.6
-
16
-
-
84891815934
-
Examination of the predictive value of structural magnetic resonance scans in bipolar disorder: A pattern classification approach
-
PMID: 23734914
-
Rocha-Rego V, Jogia J, Marquand AF, Mourao-Miranda J, Simmons A, Frangou S. Examination of the predictive value of structural magnetic resonance scans in bipolar disorder: A pattern classification approach. Psychological medicine. 2014; 44(3):519-32. https://doi.org/10.1017/S0033291713001013 PMID: 23734914.
-
(2014)
Psychological Medicine
, vol.44
, Issue.3
, pp. 519-532
-
-
Rocha-Rego, V.1
Jogia, J.2
Marquand, A.F.3
Mourao-Miranda, J.4
Simmons, A.5
Frangou, S.6
-
17
-
-
0031127934
-
Estimation of premorbid intelligence in Spanish people with the Word Accentuation Test and its application to the diagnosis of dementia
-
PMID: 9126399
-
Del Ser T, Gonzalez-Montalvo JI, Martinez-Espinosa S, Delgado-Villapalos C, Bermejo F. Estimation of premorbid intelligence in Spanish people with the Word Accentuation Test and its application to the diagnosis of dementia. Brain and cognition. 1997; 33(3):343-56. https://doi.org/10.1006/brcg.1997.0877 PMID: 9126399.
-
(1997)
Brain and Cognition
, vol.33
, Issue.3
, pp. 343-356
-
-
Del, S.T.1
Gonzalez-Montalvo, J.I.2
Martinez-Espinosa, S.3
Delgado-Villapalos, C.4
Bermejo, F.5
-
18
-
-
9144254529
-
Automatically parcellating the human cerebral cortex
-
PMID: 14654453
-
Fischl B, van der Kouwe A, Destrieux C, Halgren E, Segonne F, Salat DH, et al. Automatically parcellating the human cerebral cortex. Cerebral cortex. 2004; 14(1):11-22. PMID: 14654453.
-
(2004)
Cerebral Cortex
, vol.14
, Issue.1
, pp. 11-22
-
-
Fischl, B.1
Van Der Kouwe, A.2
Destrieux, C.3
Halgren, E.4
Segonne, F.5
Salat, D.H.6
-
19
-
-
10044226234
-
Cortical thickness analysis examined through power analysis and a population simulation
-
PMID: 15588607
-
Lerch JP, Evans AC. Cortical thickness analysis examined through power analysis and a population simulation. NeuroImage. 2005; 24(1):163-73. https://doi.org/10.1016/j.neuroimage.2004.07.045 PMID: 15588607.
-
(2005)
NeuroImage
, vol.24
, Issue.1
, pp. 163-173
-
-
Lerch, J.P.1
Evans, A.C.2
-
20
-
-
70049108710
-
Computational anatomy with the SPM software
-
PMID: 19249168
-
Ashburner J. Computational anatomy with the SPM software. Magnetic resonance imaging. 2009; 27 (8):1163-74. https://doi.org/10.1016/j.mri.2009.01.006 PMID: 19249168.
-
(2009)
Magnetic Resonance Imaging
, vol.27
, Issue.8
, pp. 1163-1174
-
-
Ashburner, J.1
-
21
-
-
0036828879
-
Fast robust automated brain extraction
-
PMID: 12391568
-
Smith SM. Fast robust automated brain extraction. Human brain mapping. 2002; 17(3):143-55. https://doi.org/10.1002/hbm.10062 PMID: 12391568.
-
(2002)
Human Brain Mapping
, vol.17
, Issue.3
, pp. 143-155
-
-
Smith, S.M.1
-
22
-
-
84862979110
-
-
PMID: 21979382
-
Jenkinson M, Beckmann CF, Behrens TE, Woolrich MW, Smith SM. Fsl. NeuroImage. 2012; 62 (2):782-90. https://doi.org/10.1016/j.neuroimage.2011.09.015 PMID: 21979382.
-
(2012)
Fsl. NeuroImage
, vol.62
, Issue.2
, pp. 782-790
-
-
Jenkinson, M.1
Beckmann, C.F.2
Behrens, T.E.3
Woolrich, M.W.4
Smith, S.M.5
-
23
-
-
84874517822
-
Statistical analysis of brain tissue images in the wavelet domain: Wavelet-based morphometry
-
PMID: 23384522
-
Canales-Rodriguez EJ, Radua J, Pomarol-Clotet E, Sarro S, Aleman-Gomez Y, Iturria-Medina Y, et al. Statistical analysis of brain tissue images in the wavelet domain: wavelet-based morphometry. Neuro- Image. 2013; 72:214-26. https://doi.org/10.1016/j.neuroimage.2013.01.058 PMID: 23384522.
-
(2013)
Neuro- Image
, vol.72
, pp. 214-226
-
-
Canales-Rodriguez, E.J.1
Radua, J.2
Pomarol-Clotet, E.3
Sarro, S.4
Aleman-Gomez, Y.5
Iturria-Medina, Y.6
-
24
-
-
33746932485
-
An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest
-
PMID: 16530430
-
Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, et al. An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. NeuroImage. 2006; 31(3):968-80. https://doi.org/10.1016/j.neuroimage.2006.01.021 PMID: 16530430.
-
(2006)
NeuroImage
, vol.31
, Issue.3
, pp. 968-980
-
-
Desikan, R.S.1
Segonne, F.2
Fischl, B.3
Quinn, B.T.4
Dickerson, B.C.5
Blacker, D.6
-
25
-
-
84861329782
-
Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: An MVPA approach
-
PMID: 22498657
-
Wang L, Shen H, Tang F, Zang Y, Hu D. Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: An MVPA approach. NeuroImage. 2012; 61 (4):931-40. https://doi.org/10.1016/j.neuroimage.2012.03.080 PMID: 22498657.
-
(2012)
NeuroImage
, vol.61
, Issue.4
, pp. 931-940
-
-
Wang, L.1
Shen, H.2
Tang, F.3
Zang, Y.4
Hu, D.5
-
26
-
-
84855434935
-
Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3)
-
PMID: 22008370
-
Dai Z, Yan C, Wang Z, Wang J, Xia M, Li K, et al. Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3). NeuroImage. 2012; 59(3):2187-95. https://doi.org/10.1016/j.neuroimage.2011.10.003 PMID: 22008370.
-
(2012)
NeuroImage
, vol.59
, Issue.3
, pp. 2187-2195
-
-
Dai, Z.1
Yan, C.2
Wang, Z.3
Wang, J.4
Xia, M.5
Li, K.6
-
30
-
-
80052664177
-
Regularized discriminant analysis and its application in microarrays
-
Guo Y, Hastie T, Tibshirani R. Regularized discriminant analysis and its application in microarrays. Biostatistics. 2005; 1:1-18.
-
(2005)
Biostatistics
, vol.1
, pp. 1-18
-
-
Guo, Y.1
Hastie, T.2
Tibshirani, R.3
-
31
-
-
12444291490
-
Gaussian processes for machine learning
-
PMID: 15112367
-
Matthias S. Gaussian Processes for Machine Learning. International Journal of Neural Systems. 2004; 14:69-104. https://doi.org/10.1142/S0129065704001899 PMID: 15112367.
-
(2004)
International Journal of Neural Systems
, vol.14
, pp. 69-104
-
-
Matthias, S.1
-
32
-
-
84903632410
-
A comparison of machine learning methods for classification using simulation with multiple real data examples from mental health studies
-
Khondoker M, Dobson R, Skirrow C, Simmons A, Stahl D. A comparison of machine learning methods for classification using simulation with multiple real data examples from mental health studies. Statistical methods in medical research. 2013.
-
(2013)
Statistical Methods in Medical Research
-
-
Khondoker, M.1
Dobson, R.2
Skirrow, C.3
Simmons, A.4
Stahl, D.5
-
33
-
-
84882836357
-
Systematic review and voxel-based meta-analysis of diffusion tensor imaging studies in bipolar disorder
-
PMID: 23810479
-
Nortje G, Stein DJ, Radua J, Mataix-Cols D, Horn N. Systematic review and voxel-based meta-analysis of diffusion tensor imaging studies in bipolar disorder. Journal of affective disorders. 2013; 150(2):192- 200. https://doi.org/10.1016/j.jad.2013.05.034 PMID: 23810479.
-
(2013)
Journal of Affective Disorders
, vol.150
, Issue.2
, pp. 192-200
-
-
Nortje, G.1
Stein, D.J.2
Radua, J.3
Mataix-Cols, D.4
Horn, N.5
-
34
-
-
77955658960
-
Medial prefrontal cortex pathology in schizophrenia as revealed by convergent findings from multimodal imaging
-
PMID: 20065955
-
Pomarol-Clotet E, Canales-Rodriguez EJ, Salvador R, Sarro S, Gomar JJ, Vila F, et al. Medial prefrontal cortex pathology in schizophrenia as revealed by convergent findings from multimodal imaging. Molecular psychiatry. 2010; 15(8):823-30. https://doi.org/10.1038/mp.2009.146 PMID: 20065955.
-
(2010)
Molecular Psychiatry
, vol.15
, Issue.8
, pp. 823-830
-
-
Pomarol-Clotet, E.1
Canales-Rodriguez, E.J.2
Salvador, R.3
Sarro, S.4
Gomar, J.J.5
Vila, F.6
-
35
-
-
79952304482
-
Neuroanatomical abnormalities in schizophrenia: A multimodal voxelwise meta-analysis and meta-regression analysis
-
PMID: 21300524
-
Bora E, Fornito A, Radua J, Walterfang M, Seal M, Wood SJ, et al. Neuroanatomical abnormalities in schizophrenia: A multimodal voxelwise meta-analysis and meta-regression analysis. Schizophrenia research. 2011; 127(1-3):46-57. https://doi.org/10.1016/j.schres.2010.12.020 PMID: 21300524.
-
(2011)
Schizophrenia Research
, vol.127
, Issue.1-3
, pp. 46-57
-
-
Bora, E.1
Fornito, A.2
Radua, J.3
Walterfang, M.4
Seal, M.5
Wood, S.J.6
-
36
-
-
75749086304
-
Anatomy of bipolar disorder and schizophrenia: A meta-analysis
-
PMID: 20071149
-
Ellison-Wright I, Bullmore E. Anatomy of bipolar disorder and schizophrenia: A meta-analysis. Schizophrenia research. 2010; 117(1):1-12. https://doi.org/10.1016/j.schres.2009.12.022 PMID: 20071149.
-
(2010)
Schizophrenia Research
, vol.117
, Issue.1
, pp. 1-12
-
-
Ellison-Wright, I.1
Bullmore, E.2
-
37
-
-
77950537175
-
Regularization Paths for generalized linear models via coordinate descent
-
PMID: 20808728
-
Friedman J, Hastie T, Tibshirani R. Regularization Paths for Generalized Linear Models via Coordinate Descent. Journal of statistical software. 2010; 33(1):1-22. PMID: 20808728.
-
(2010)
Journal of Statistical Software
, vol.33
, Issue.1
, pp. 1-22
-
-
Friedman, J.1
Hastie, T.2
Tibshirani, R.3
|