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For: Bzdok D, Yeo BTT. Inference in the age of big data: Future perspectives on neuroscience. Neuroimage 2017;155:549-64. [PMID: 28456584 DOI: 10.1016/j.neuroimage.2017.04.061] [Citation(s) in RCA: 117] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2016] [Revised: 04/25/2017] [Accepted: 04/25/2017] [Indexed: 11/23/2022]  Open
Number Cited by Other Article(s)
101
Jun E, Kang E, Choi J, Suk HI. Modeling regional dynamics in low-frequency fluctuation and its application to Autism spectrum disorder diagnosis. Neuroimage 2019;184:669-686. [PMID: 30248456 DOI: 10.1016/j.neuroimage.2018.09.043] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Revised: 09/14/2018] [Accepted: 09/17/2018] [Indexed: 01/07/2023]  Open
102
Varoquaux G, Schwartz Y, Poldrack RA, Gauthier B, Bzdok D, Poline JB, Thirion B. Atlases of cognition with large-scale human brain mapping. PLoS Comput Biol 2018;14:e1006565. [PMID: 30496171 PMCID: PMC6289578 DOI: 10.1371/journal.pcbi.1006565] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 12/11/2018] [Accepted: 10/15/2018] [Indexed: 11/19/2022]  Open
103
Klyuzhin IS, Fu JF, Hong A, Sacheli M, Shenkov N, Matarazzo M, Rahmim A, Stoessl AJ, Sossi V. Data-driven, voxel-based analysis of brain PET images: Application of PCA and LASSO methods to visualize and quantify patterns of neurodegeneration. PLoS One 2018;13:e0206607. [PMID: 30395576 PMCID: PMC6218048 DOI: 10.1371/journal.pone.0206607] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 10/16/2018] [Indexed: 11/19/2022]  Open
104
Gorbach NS, Tittgemeyer M, Buhmann JM. Pipeline validation for connectivity-based cortex parcellation. Neuroimage 2018;181:219-234. [PMID: 29981484 DOI: 10.1016/j.neuroimage.2018.06.066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2017] [Revised: 05/28/2018] [Accepted: 06/24/2018] [Indexed: 10/28/2022]  Open
105
Patterns of schizophrenia symptoms: hidden structure in the PANSS questionnaire. Transl Psychiatry 2018;8:237. [PMID: 30375374 PMCID: PMC6207565 DOI: 10.1038/s41398-018-0294-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Revised: 09/12/2018] [Accepted: 10/05/2018] [Indexed: 01/10/2023]  Open
106
Hebart MN, Baker CI. Deconstructing multivariate decoding for the study of brain function. Neuroimage 2018;180:4-18. [PMID: 28782682 PMCID: PMC5797513 DOI: 10.1016/j.neuroimage.2017.08.005] [Citation(s) in RCA: 158] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2017] [Revised: 07/28/2017] [Accepted: 08/01/2017] [Indexed: 12/24/2022]  Open
107
Wang HT, Bzdok D, Margulies D, Craddock C, Milham M, Jefferies E, Smallwood J. Patterns of thought: Population variation in the associations between large-scale network organisation and self-reported experiences at rest. Neuroimage 2018;176:518-527. [DOI: 10.1016/j.neuroimage.2018.04.064] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2018] [Revised: 04/25/2018] [Accepted: 04/28/2018] [Indexed: 10/24/2022]  Open
108
Xia CH, Ma Z, Ciric R, Gu S, Betzel RF, Kaczkurkin AN, Calkins ME, Cook PA, García de la Garza A, Vandekar SN, Cui Z, Moore TM, Roalf DR, Ruparel K, Wolf DH, Davatzikos C, Gur RC, Gur RE, Shinohara RT, Bassett DS, Satterthwaite TD. Linked dimensions of psychopathology and connectivity in functional brain networks. Nat Commun 2018;9:3003. [PMID: 30068943 PMCID: PMC6070480 DOI: 10.1038/s41467-018-05317-y] [Citation(s) in RCA: 286] [Impact Index Per Article: 40.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Accepted: 06/25/2018] [Indexed: 11/17/2022]  Open
109
Nachev P, Rees G, Frackowiak R. Lost in translation. F1000Res 2018;7:620. [PMID: 30210786 PMCID: PMC6107997 DOI: 10.12688/f1000research.15020.2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/27/2018] [Indexed: 12/19/2022]  Open
110
Nachev P, Rees G, Frackowiak R. Lost in translation. F1000Res 2018;7:620. [PMID: 30210786 PMCID: PMC6107997 DOI: 10.12688/f1000research.15020.1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/17/2018] [Indexed: 05/13/2024]  Open
111
Yanes JA, Riedel MC, Ray KL, Kirkland AE, Bird RT, Boeving ER, Reid MA, Gonzalez R, Robinson JL, Laird AR, Sutherland MT. Neuroimaging meta-analysis of cannabis use studies reveals convergent functional alterations in brain regions supporting cognitive control and reward processing. J Psychopharmacol 2018;32:283-295. [PMID: 29338547 PMCID: PMC5858977 DOI: 10.1177/0269881117744995] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
112
Rosenberg MD, Casey BJ, Holmes AJ. Prediction complements explanation in understanding the developing brain. Nat Commun 2018;9:589. [PMID: 29467408 PMCID: PMC5821815 DOI: 10.1038/s41467-018-02887-9] [Citation(s) in RCA: 116] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2017] [Accepted: 01/05/2018] [Indexed: 11/08/2022]  Open
113
Dwyer DB, Falkai P, Koutsouleris N. Machine Learning Approaches for Clinical Psychology and Psychiatry. Annu Rev Clin Psychol 2018;14:91-118. [PMID: 29401044 DOI: 10.1146/annurev-clinpsy-032816-045037] [Citation(s) in RCA: 473] [Impact Index Per Article: 67.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
114
Kotkowski E, Price LR, Mickle Fox P, Vanasse TJ, Fox PT. The hippocampal network model: A transdiagnostic metaconnectomic approach. NEUROIMAGE-CLINICAL 2018;18:115-129. [PMID: 29387529 PMCID: PMC5789756 DOI: 10.1016/j.nicl.2018.01.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 01/05/2018] [Accepted: 01/06/2018] [Indexed: 12/14/2022]
115
Xu T, Rolf Jäger H, Husain M, Rees G, Nachev P. High-dimensional therapeutic inference in the focally damaged human brain. Brain 2018;141:48-54. [PMID: 29149245 PMCID: PMC5837627 DOI: 10.1093/brain/awx288] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Revised: 08/22/2017] [Accepted: 09/18/2017] [Indexed: 01/28/2023]  Open
116
Bzdok D, Krzywinski M, Altman N. Machine learning: supervised methods. Nat Methods 2018;15:5-6. [PMID: 30100821 PMCID: PMC6082635 DOI: 10.1038/nmeth.4551] [Citation(s) in RCA: 103] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
117
Nielsen SFV, Schmidt MN, Madsen KH, Mørup M. Predictive assessment of models for dynamic functional connectivity. Neuroimage 2017;171:116-134. [PMID: 29292135 DOI: 10.1016/j.neuroimage.2017.12.084] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Revised: 12/21/2017] [Accepted: 12/24/2017] [Indexed: 12/14/2022]  Open
118
Bzdok D, Meyer-Lindenberg A. Machine Learning for Precision Psychiatry: Opportunities and Challenges. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2017;3:223-230. [PMID: 29486863 DOI: 10.1016/j.bpsc.2017.11.007] [Citation(s) in RCA: 240] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2017] [Accepted: 11/17/2017] [Indexed: 12/17/2022]
119
Big-Data-Ansätze in der Psychiatrie: Beispiele aus der Depressionsforschung. DER NERVENARZT 2017;89:869-874. [DOI: 10.1007/s00115-017-0456-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
120
Bzdok D. Classical Statistics and Statistical Learning in Imaging Neuroscience. Front Neurosci 2017;11:543. [PMID: 29056896 PMCID: PMC5635056 DOI: 10.3389/fnins.2017.00543] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2017] [Accepted: 09/19/2017] [Indexed: 11/13/2022]  Open
121
Perry A, Wen W, Kochan NA, Thalamuthu A, Sachdev PS, Breakspear M. The independent influences of age and education on functional brain networks and cognition in healthy older adults. Hum Brain Mapp 2017;38:5094-5114. [PMID: 28685910 PMCID: PMC6866868 DOI: 10.1002/hbm.23717] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 06/19/2017] [Accepted: 06/22/2017] [Indexed: 12/26/2022]  Open
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