Feature selection and classification of imbalanced datasets Application to PET images of children with autistic spectrum disorders
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Arnaud Cachia | Edouard Duchesnay | Nathalie Boddaert | Francis Brunelle | Monica Zilbovicius | Jean-Luc Martinot | Nadia Chabane | Jean-Franois Mangin | E. Duchesnay | A. Cachia | M. Zilbovicius | J. Martinot | N. Boddaert | F. Brunelle | N. Chabane | Jean-Franois Mangin
[1] Johan D. Carlin,et al. The neural basis of eye gaze processing , 2013, Current Opinion in Neurobiology.
[2] Masoud Nikravesh,et al. Feature Extraction - Foundations and Applications , 2006, Feature Extraction.
[3] Josef Kittler,et al. Floating search methods in feature selection , 1994, Pattern Recognit. Lett..
[4] Jean-Baptiste Poline,et al. Inverse retinotopy: Inferring the visual content of images from brain activation patterns , 2006, NeuroImage.
[5] J. Suckling,et al. Mapping the brain in autism. A voxel-based MRI study of volumetric differences and intercorrelations in autism. , 2004, Brain : a journal of neurology.
[6] G. Schwarz. Estimating the Dimension of a Model , 1978 .
[7] E. Courchesne,et al. The brain response to personally familiar faces in autism: findings of fusiform activity and beyond. , 2004, Brain : a journal of neurology.
[8] Kim M. Dalton,et al. Gaze fixation and the neural circuitry of face processing in autism , 2005, Nature Neuroscience.
[9] Steven C. R. Williams,et al. Describing the Brain in Autism in Five Dimensions—Magnetic Resonance Imaging-Assisted Diagnosis of Autism Spectrum Disorder Using a Multiparameter Classification Approach , 2010, The Journal of Neuroscience.
[10] B Mazoyer,et al. Regional cerebral blood flow in childhood autism: a SPECT study. , 1992, The American journal of psychiatry.
[11] E. Bullmore,et al. The amygdala theory of autism , 2000, Neuroscience & Biobehavioral Reviews.
[12] G. McCarthy,et al. Neural basis of eye gaze processing deficits in autism. , 2005, Brain : a journal of neurology.
[13] Nitesh V. Chawla,et al. Editorial: special issue on learning from imbalanced data sets , 2004, SKDD.
[14] Jean-Francois Mangin,et al. Classification Based on Cortical Folding Patterns , 2007, IEEE Transactions on Medical Imaging.
[15] N. Hadjikhani,et al. Anatomical differences in the mirror neuron system and social cognition network in autism. , 2006, Cerebral cortex.
[16] Janaina Mourão Miranda,et al. Investigating the predictive value of whole-brain structural MR scans in autism: A pattern classification approach , 2010, NeuroImage.
[17] J B Poline,et al. Temporal lobe dysfunction in childhood autism: a PET study. Positron emission tomography. , 2000, The American journal of psychiatry.
[18] E H Cook,et al. Quantifying the phenotype in autism spectrum disorders. , 2001, American journal of medical genetics.
[19] David R. Anderson,et al. Bayesian Methods in Cosmology: Model selection and multi-model inference , 2009 .
[20] Y.S. Hung,et al. Gene selection for Brain Cancer Classification , 2006, 2006 International Conference of the IEEE Engineering in Medicine and Biology Society.
[21] Y. Samson,et al. Perception of complex sounds in autism: abnormal auditory cortical processing in children. , 2004, The American journal of psychiatry.
[22] Christopher F. Chabris,et al. Activation of the fusiform gyrus when individuals with autism spectrum disorder view faces , 2004, NeuroImage.
[23] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[24] N. Graham,et al. Areas beneath the relative operating characteristics (ROC) and relative operating levels (ROL) curves: Statistical significance and interpretation , 2002 .
[25] Geoffrey J McLachlan,et al. Selection bias in gene extraction on the basis of microarray gene-expression data , 2002, Proceedings of the National Academy of Sciences of the United States of America.
[26] L. Lotspeich,et al. White matter structure in autism: preliminary evidence from diffusion tensor imaging , 2004, Biological Psychiatry.
[27] Isabelle Guyon,et al. An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..
[28] Eric Courchesne,et al. Outcome classification of preschool children with autism spectrum disorders using MRI brain measures. , 2004, Journal of the American Academy of Child and Adolescent Psychiatry.
[29] N. Minshew,et al. MRI volumes of amygdala and hippocampus in non–mentally retarded autistic adolescents and adults , 1999, Neurology.
[30] P. Massart,et al. Minimal Penalties for Gaussian Model Selection , 2007 .
[31] Ron Kohavi,et al. A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection , 1995, IJCAI.
[32] Federico Girosi,et al. Support Vector Machines: Training and Applications , 1997 .
[33] Ron Kohavi,et al. Wrappers for Feature Subset Selection , 1997, Artif. Intell..
[34] Ralph-Axel Müller,et al. Abnormal activity patterns in premotor cortex during sequence learning in autistic patients , 2004, Biological Psychiatry.
[35] R. Schultz. Developmental deficits in social perception in autism: the role of the amygdala and fusiform face area , 2005, International Journal of Developmental Neuroscience.
[36] Andrew L. Alexander,et al. Diffusion tensor imaging of the corpus callosum in Autism , 2007, NeuroImage.
[37] Ron Kohavi,et al. Wrappers for feature selection , 1997 .
[38] R. Tibshirani. Regression Shrinkage and Selection via the Lasso , 1996 .
[39] Chih-Jen Lin,et al. LIBSVM: A library for support vector machines , 2011, TIST.
[40] Juha Reunanen,et al. Overfitting in Making Comparisons Between Variable Selection Methods , 2003, J. Mach. Learn. Res..
[41] David J. Hand,et al. Multivariate Analysis Of Variance And Repeated Measures , 1987 .
[42] Gert Rijlaarsdam,et al. Editorial: Special issue on learning and teaching L2 writing , 2008 .
[43] Pascal Belin,et al. Abnormal cortical voice processing in autism , 2004, Nature Neuroscience.
[44] Nick C Fox,et al. Automatic classification of MR scans in Alzheimer's disease. , 2008, Brain : a journal of neurology.
[45] Tom M. Mitchell,et al. Machine learning classifiers and fMRI: A tutorial overview , 2009, NeuroImage.
[46] Jennifer H. Pfeifer,et al. Understanding emotions in others: mirror neuron dysfunction in children with autism spectrum disorders , 2006, Nature Neuroscience.
[47] M S Buchsbaum,et al. Anterior cingulate gyrus volume and glucose metabolism in autistic disorder. , 1997, The American journal of psychiatry.
[48] C. C. Taylor,et al. Multivariate Analysis of Variance and Repeated Measures: A practical approach for behavioural scientists , 1988 .
[49] Nathalie Japkowicz,et al. The class imbalance problem: A systematic study , 2002, Intell. Data Anal..
[50] C. Frith,et al. Autism, Asperger syndrome and brain mechanisms for the attribution of mental states to animated shapes. , 2002, Brain : a journal of neurology.
[51] Shanshan Hong,et al. Voxel-based morphometry study on brain structure in children with high-functioning autism , 2008, Neuroreport.
[52] Adam Kowalczyk,et al. Extreme re-balancing for SVMs: a case study , 2004, SKDD.
[53] M. Just,et al. A developmental study of the structural integrity of white matter in autism , 2007, Neuroreport.
[54] T. Uema,et al. Abnormal regional cerebral blood flow in childhood autism. , 2000, Brain : a journal of neurology.
[55] Nitesh V. Chawla,et al. SMOTE: Synthetic Minority Over-sampling Technique , 2002, J. Artif. Intell. Res..
[56] H. Akaike. A new look at the statistical model identification , 1974 .
[57] Peg Howland,et al. Classification using Support Vector Machines with Dimension Reduction , 2004 .
[58] Jason Weston,et al. Gene Selection for Cancer Classification using Support Vector Machines , 2002, Machine Learning.
[59] Nello Cristianini,et al. Controlling the Sensitivity of Support Vector Machines , 1999 .
[60] Erin D. Bigler,et al. Quantitative temporal lobe differences: Autism distinguished from controls using classification and regression tree analysis , 2007, Brain and Development.
[61] David R. Anderson,et al. Model selection and multimodel inference : a practical information-theoretic approach , 2003 .
[62] E. Courchesne,et al. Reduced size of corpus callosum in autism. , 1995, Archives of neurology.
[63] Trevor Hastie,et al. Regularization Paths for Generalized Linear Models via Coordinate Descent. , 2010, Journal of statistical software.
[64] A. Mayes,et al. Convergent neuroanatomical and behavioural evidence of an amygdala hypothesis of autism , 2000, Neuroreport.
[65] Karl J. Friston,et al. The neuroanatomy of autism: a voxel-based whole brain analysis of structural scans. , 1999, Neuroreport.
[66] E. Courchesne,et al. Hypoplasia of cerebellar vermal lobules VI and VII in autism. , 1988, The New England journal of medicine.
[67] Thomas G. Dietterich. Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms , 1998, Neural Computation.
[68] Karl J. Friston,et al. Spatial registration and normalization of images , 1995 .
[69] Dinggang Shen,et al. COMPARE: Classification of Morphological Patterns Using Adaptive Regional Elements , 2007, IEEE Transactions on Medical Imaging.
[70] David J. Hand,et al. Multivariate Analysis of Variance and Repeated Measures: A practical approach for behavioural scientists , 2011 .