Predicting IQ change from brain structure: A cross-validation study

Developmental Cognitive Neuroscience

Volumn 5, Issue , 2013, Pages 172-184

  Price, C J ^a   Ramsden, S ^a   Hope, T M H ^a   Friston, K J ^a   Seghier, M L ^a  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

Biased sampling; Circular; Cross validation; inference; IQ change; Neuroimaging; Non independent errors

Indexed keywords

ADOLESCENT; ADULT; ARTICLE; BRAIN DEVELOPMENT; BRAIN REGION; FUNCTIONAL ANATOMY; HUMAN; HUMAN EXPERIMENT; INTELLIGENCE QUOTIENT CHANGE; MENTAL CAPACITY; MENTAL TASK; NERVOUS SYSTEM PARAMETERS; NEUROANATOMY; NORMAL HUMAN; PREDICTION; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS; TASK PERFORMANCE; VALIDATION STUDY;

ADOLESCENT; BRAIN; CHILD; CROSS-SECTIONAL STUDIES; FEMALE; FORECASTING; HUMANS; INTELLIGENCE; INTELLIGENCE TESTS; LONGITUDINAL STUDIES; MAGNETIC RESONANCE IMAGING; MALE; YOUNG ADULT;

EID: 84876100747     PISSN: 18789293     EISSN: 18789307     Source Type: Journal    
DOI: 10.1016/j.dcn.2013.03.001     Document Type: Article

References (25)

1. S. Arlot, and A. Celisse A survey of cross-validation procedures for model selection Statistical Survey 4 2010 40 79
2. U.M. Braga-Neto, and E.R. Dougherty Is cross-validation valid for small-sample microarray classification? Bioinformatics 20 2004 374 380 (Pubitemid 38262769)
3. D. Delen, G. Walker, and A. Kadam Predicting breast cancer survivability: a comparison of three data mining methods Artificial Intelligence in Medicine 34 2005 113 127 (Pubitemid 40719029)
4. B. Efron, and R. Tibshirani Improvements on cross-validation: the.632+ bootstrap method Journal of the American Statistical Association 92 1997 548 560
5. J.A. Fiez, S.E. Petersen, M.K. Cheney, and M.E. Raichle Impaired non-motor learning and error detection associated with cerebellar damage. A single case study Brain 115 1992 155 178
6. A. Grogan, O. Parker Jones, N. Ali, J. Crinion, S. Orabona, M.L. Mechias, S. Ramsden, D.W. Green, and C.J. Price Structural correlates for lexical efficiency and number of languages in non-native speakers of English Neuropsychologia 50 2012 1347 1352
7. T. Hastie, R. Tibshirani, and J. Friedman The Elements of Statistical Learning: Data Mining, Inference, and Predictions 2nd ed. 2009 Springer Science New York
8. F. Hoeft, T. Ueno, A.L. Reiss, A. Meyler, S. Whitfield-Gabrieli, G.H. Glover, T.A. Keller, N. Kobayashi, P. Mazaika, B. Jo, M.A. Just, and J.D. Gabrieli Prediction of children's reading skills using behavioral, functional, and structural neuroimaging measures Behavioral Neuroscience 121 2007 602 613 (Pubitemid 47445114)
9. R. Kohavi A study of cross-validation and bootstrap for accuracy estimation and model selection IJCAI, Proceedings of the 14th International Joint Conference on Artificial Intelligence San Francisco, CA, USA 1995 pp. 1137-1143
10. N. Kriegeskorte, W.K. Simmons, P.S. Bellgowan, and C.I. Baker Circular analysis in systems neuroscience: the dangers of double dipping Nature Neuroscience 12 2009 535 540
11. H. Lee, J.T. Devlin, C. Shakeshaft, L.H. Stewart, A. Brennan, J. Glensman, K. Pitcher, J. Crinion, A. Mechelli, R.S. Frackowiak, D.W. Green, and C.J. Price Anatomical traces of vocabulary acquisition in the adolescent brain Journal of Neuroscience 27 2007 1184 1189 (Pubitemid 46203327)
12. H.A. Martens, and P. Dardenne Validation and verification of regression in small data sets Chemometrics and Intelligent Laboratory Systems 44 1998 99 121 (Pubitemid 29016089)
13. S.E. Petersen, P.T. Fox, M.I. Posner, M. Mintun, and M.E. Raichel Positron emission tomographic studies of the cortical anatomy of single-word processing Nature 331 1988 585 589 (Pubitemid 18049525)
14. S.E. Petersen, P.T. Fox, M.I. Posner, M. Mintun, and M.E. Raichle Positron emission tomographic studies of the processing of single words Journal of Cognitive Neuroscience 1 1989 153 170 (Pubitemid 20344397)
15. R.A. Poldrack, and J.A. Mumford Independence in ROI analysis: where is the voodoo? Social Cognitive and Affective Neuroscience 4 2009 208 213
16. S. Ramsden, F.M. Richardson, G. Josse, M.S. Thomas, C. Ellis, C. Shakeshaft, M.L. Seghier, and C.J. Price Verbal and non-verbal intelligence changes in the teenage brain Nature 479 2011 113 116
17. S. Ramsden, F.M. Richardson, G. Josse, M.S. Thomas, C. Ellis, C. Shakeshaft, M.L. Seghier, and C.J. Price Addendum: verbal and non-verbal intelligence changes in the teenage brain Nature 485 2012 666
18. F.M. Richardson, M.S. Thomas, R. Filippi, H. Harth, and C.J. Price Contrasting effects of vocabulary knowledge on temporal and parietal brain structure across lifespan Journal of Cognitive Neuroscience 22 2010 943 954
19. J. Shao Linear model selection by cross-validation Journal of the American Statistical Association 88 1993 486 494
20. C.M. Stonnington, C. Chu, S. Klöppel, C.R. Jack, J. Ashburner, R.S.J. Frackowiak, and the Alzheimer Disease Neuroimaging Initiative Predicting clinical scores from magnetic resonance scans in Alzheimer's disease Neuroimage 51 2010 1405 1413
21. S.C. Strother, J. Anderson, L.K. Hansen, U. Kjems, R. Kustra, J. Sidtis, S. Frutiger, S. Muley, S. LaConte, and D. Rottenberg The quantitative evaluation of functional neuroimaging experiments: the NPAIRS data analysis framework Neuroimage 15 2002 747 771 (Pubitemid 34852491)
22. J.M. Tsang, R.F. Dougherty, G.K. Deutsch, B.A. Wandell, and M. Ben-Shachar Frontoparietal white matter diffusion properties predict mental arithmetic skills in children Proceedings of the National Academy of Sciences of the United States of America 106 2009 22546 22551
23. N. Tzourio-Mazoyer, B. Landeau, D. Papathanassiou, F. Crivello, O. Etard, N. Delcroix, B. Mazoyer, and M. Joliot Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain Neuroimage 15 2002 273 289 (Pubitemid 34852226)
24. E. Vul, C. Harris, P. Winkielman, and H. Pashler Puzzlingly high correlations in fMRI studies of emotion, personality, and social cognition Perspectives in Psychological Science 4 2009 274 290
25. J.D. Yeatman, R.F. Dougherty, E. Rykhlevskaia, A.J. Sherbondy, G.K. Deutsch, B.A. Wandell, and M. Ben-Shachar Anatomical properties of the arcuate fasciculus predict phonological and reading skills in children Journal of Cognitive Neuroscience 23 2011 3304 3317