Applications of neural network analyses to in vivo 1H magnetic resonance spectroscopy of Parkinson disease patients

To apply neural network analyses to in vivo magnetic resonance spectra of controls and Parkinson disease (PD) patients for the purpose of classification.

[1]  B D Ross,et al.  Quantitative proton-decoupled 31P MRS and 1H MRS in the evaluation of Huntington's and Parkinson's diseases , 1998, Neurology.

[2]  W. El-Deredy,et al.  Pattern recognition approaches in biomedical and clinical magnetic resonance spectroscopy: a review , 1997, NMR in biomedicine.

[3]  M. Hallett,et al.  Proton magnetic resonance spectroscopic imaging in progressive supranuclear palsy, Parkinson's disease and corticobasal degeneration. , 1997, Brain : a journal of neurology.

[4]  A. Simmons,et al.  Changes in putamen N-acetylaspartate and choline ratios in untreated and levodopa-treated Parkinson's disease: A proton magnetic resonance spectroscopy study , 1997, Neurology.

[5]  Paulo J. G. Lisboa,et al.  Artificial Neural Networks in Biomedicine , 2000, Perspectives in Neural Computing.

[6]  A. Horsman,et al.  Unchanged basal ganglia N‐acetylaspartate and glutamate in idiopathic Parkinson's disease measured by proton magnetic resonance spectroscopy , 1997, Movement disorders : official journal of the Movement Disorder Society.

[7]  A. Albanese.  Diagnostic criteria for Parkinson's disease , 2003, Neurological Sciences.

[8]  Jan P. Radomski,et al.  Neural network–based recognition of oligosaccharide 1H-NMR spectra , 1994, Nature Structural Biology.

[9]  M Ala-Korpela,et al.  Automated classification of human brain tumours by neural network analysis using in vivo 1H magnetic resonance spectroscopic metabolite phenotypes. , 1996, Neuroreport.

[10]  S. Gilman,et al.  Diagnostic criteria for Parkinson disease. , 1999, Archives of neurology.

[11]  Kjell Arne Kvistad,et al.  Applications of neural network analyses to in vivo 1H magnetic resonance spectroscopy of epilepsy patients , 1999, Epilepsy Research.

[12]  P M Pattany,et al.  Proton MR spectroscopy of the brain in 14 patients with Parkinson disease. , 1995, AJNR. American journal of neuroradiology.

[13]  D. Gadian,et al.  Proton nuclear magnetic resonance spectroscopy unambiguously identifies different neural cell types , 1993, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[14]  D. Louis Collins,et al.  Accurate, noninvasive diagnosis of human brain tumors by using proton magnetic resonance spectroscopy , 1996, Nature Medicine.

[15]  G. Hagberg,et al.  From magnetic resonance spectroscopy to classification of tumors. A review of pattern recognition methods , 1998, NMR in biomedicine.

[16]  Timothy Masters,et al.  Practical neural network recipes in C , 1993 .

[17]  J. Hughes,et al.  Accuracy of clinical diagnosis of idiopathic Parkinson's disease: a clinico-pathological study of 100 cases. , 1992, Journal of neurology, neurosurgery, and psychiatry.

[18]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[19]  K. Laxer.  Clinical Applications of Magnetic Resonance Spectroscopy , 1997, Epilepsia.

[20]  Lawrence. Davis,et al.  Handbook Of Genetic Algorithms , 1990 .

[21]  M Noble,et al.  Specific Expression of N‐Acetylaspartate in Neurons, Oligodendrocyte‐Type‐2 Astrocyte Progenitors, and Immature Oligodendrocytes In Vitro , 1992, Journal of neurochemistry.

[22]  Yoshua Bengio,et al.  Pattern Recognition and Neural Networks , 1995 .

[23]  R. Kauppinen,et al.  Automated quantification of human brain metabolites by artificial neural network analysis from in vivo single-voxel 1H NMR spectra. , 1998, Journal of magnetic resonance.

[24]  Jimmy D Bell,et al.  Quantification of biomedical NMR data using artificial neural network analysis: Lipoprotein lipid profiles from 1H NMR data of human plasma , 1995, NMR in biomedicine.

[25]  Christopher M. Bishop,et al.  GTM: The Generative Topographic Mapping , 1998, Neural Computation.

[26]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[27]  A Darvill,et al.  Identification of the 1H-NMR spectra of complex oligosaccharides with artificial neural networks , 1991, Science.

[28]  Donald F. Specht,et al.  Probabilistic neural networks , 1990, Neural Networks.

[29]  H. K. Lee,et al.  Neuronal laterality in Parkinson's disease with unilateral symptom by in vivo 1H magnetic resonance spectroscopy. , 1998, Investigative radiology.

[30]  C. Marsden,et al.  Differentiation of multiple system atrophy from idiopathic Parkinson's disease using proton magnetic resonance spectroscopy , 1995, Annals of neurology.

[31]  M Ala-Korpela,et al.  Lipoprotein-lipid quantification by neural-network analysis of 1H NMR data from human blood plasma. , 1995, Journal of magnetic resonance. Series B.

[32]  Teuvo Kohonen,et al.  Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.

[33]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .