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61.
John M. Boone Greg S. Hurlock J. Anthony Seibert Richard L. Kennedy 《Journal of digital imaging》2003,16(4):345-349
Images acquired in a two-view digital chest examination are frequently not electronically distinguishable. As a result the lateral and posterioanterio (PA) images are often improperly positioned on a PACS work station. A series of 1998 chest radiographs (999 lateral, 999 PA or AP) were used to develop a neural network classifier. The images were down-sampled to 16 × 16 matrices, and a feed-forward neural network was trained and tested using the leave-one-out method. Using five nodes in the hidden layer, the neural network correctly identified 987 of the 999 test cases (98.8%) (average of six runs). The simple architecture and speed of this technique suggests that it would be a useful addition to PACS work station software. The accumulated time saved by correctly positioning the lateral and PA chest images on the work station monitors in accordance with each radiologists hanging protocols was estimated to be about 1 week of radiologist time per year. 相似文献
62.
Uylings HB Rajkowska G Sanz-Arigita E Amunts K Zilles K 《Anatomy and embryology》2005,210(5-6):423-431
In human brain imaging studies, it is common practice to use the Talairach stereotaxic reference system for signifying the
convergence of brain function and structure. In nearly all neuroimaging reports, the studied cortical areas are specified
further with a Brodmann Area (BA) number. This specification is based upon macroscopic extrapolation from Brodmann’s projection
maps into the Talairach atlas rather than upon a real microscopic cytoarchitectonic study. In this review we argue that such
a specification of Brodmann area(s) via the Talairach atlas is not appropriate. Cytoarchitectonic studies reviewed in this
paper show large interindividual differences in 3-D location of primary sensory cortical areas (visual cortex) as well as
heteromodal associational areas (prefrontal cortical areas), even after correction for differences in brain size and shape.
Thus, the simple use of Brodmann cortical areas derived from the Talairach atlas can lead to erroneous results in the specification
of pertinent BA. This in turn can further lead to wrong hypotheses on brain system(s) involved in normal functions or in specific
brain disorders. In addition, we will briefly discuss the different ‘Brodmann’ nomenclatures which are in use for the cerebral
cortex. 相似文献
63.
Alexander E. Karu Tony H. Lin Leo Breiman Mark T. Muldoon Jean Hsu 《Food and Agricultural Immunology》1994,6(4):371-384
Quantitative competition immunoassays with appropriate combinations of antibodies give consistent dose‐response patterns which may be used to identify and estimate amounts of cross‐reacting compounds. Previously reported methods of analyzing cross‐reaction patterns include multiple regression, principal components analysis and minimum estimates of variance (MEV). Four other techniques which are preferable in theory have been surveyed: discriminant analysis (DA), maximum likelihood estimates (MLE), classification and regression trees (CART), and computational neural networks (NN). MLE and simple back‐propagation neural networks can estimate the concentration, as well as the identity, of individual compounds. These four methods worked well with unfitted, unscaled data from monoclonal assays of triazines, phenylureas and avermectins. Immunoassays must be properly designed to provide adequate data for pattern recognition. Cross‐reactivity pattern analysis will make multi‐analyte, multi‐antibody immunoassays feasible for many applications in toxicology and hazard assessment. 相似文献
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65.
A method which optimizes on global properties of sample recordings is proposed for the definition of and the discrimination between electroencephalogram (EEG) classes. The sample was drawn from students at the University of Heidelberg from 1974 to 1978 and consists of 15 healthy index cases clinically ascertained as belonging to the low voltage EEG group. In addition, the three clinically defined groups: diffuse β (18 index cases), borderline α (12 index cases) and monomorphous α (18 index cases) have been included in the study, as well as the first degree relatives of the index cases, thus providing a clinical classification into four groups. The proposed method provides an automatic and reliable classification algorithm using discriminant and cluster analysis. The relation between such an automatized classification and clinical classification schemes is investigated. In particular, the inheritance of the low voltage, EEG, the question on sex differences and the question of a simple Mendelian mechanism had been examined. The method of random splittings had been applied for discriminant and cluster analysis. Our findings can be summarized as follows: (1) except for the monomorphous α EEG group, the clinical classification shows rather marginal separation (discriminating performance 60% to 75%), while a new and more reliable grouping scheme improves the discriminating performance up to 87% to 91%. The latter scheme leads to the concept of personal channel pattern (PCP) and was compared to the clinical classification scheme by means of contingency tables; (2) only a weak correlation between the clinically and PCP-based groups could be found (Cramér Index: 0.27). Accordingly, we continued to investigate the extent to which the proposed EEG classification scheme can nevertheless explain the genetic mechanisms apparently involved in the low voltage EEG. We thus considered the role of sex differences manifest in our proposed new grouping scheme; (3) males occurred more frequently in the new group 3 and females more frequently in the new group 1. In this regard, a much better correlation of the new groups between mothers and children than between fathers and children was observed; and (4) with help of our new PCP scheme, we have been able to reproduce a simple two gene Mendelian scheme to explain inheritance of the clinical low voltage EEG group. In this PCP-based scheme, the low voltage property does not occur when dominance of a certain gene (called gene A) is absent. © 1996 Wiley-Liss, Inc. 相似文献
66.
Müller T Ball T Kristeva-Feige R Mergner T Timmer J 《Medical & biological engineering & computing》2000,38(1):62-67
The aim is to describe a general approach to determining important electrode positions when measured electro-encephalogram
signals are used for classification. The approach is exemplified in the frame of the brain-computer interface, which crucially
depends on the classification of different brain states. To classify two brain states, e.g. planning of movement of right
and left index fingers, three different approaches are compared: classification using a physiologically motivated set of four
electrodes, a set determined by principal component analysis and electrodes determined by spatial pattern analysis. Spatial
pattern analysis enhances the classification rate significantly from 61.3±1.8% (with four electrodes) to 71.8±1.4%, whereas
the classification rate using principal component analysis is significantly lower (65.2±1.4%). Most of the 61 electrodes used
have no influence on the classification rate, so that, in future experiments, the setup can be simplified drastically to six
to eight electrodes without loss of information. 相似文献
67.
68.
A set of calibrated lickometers provides continuous, quantitative monitoring of fluid consumption. It has been used in our laboratory at four levels of temporal resolution: 24 hr, 1 hr, 6 min, and for counting of individual licks. Convenient features are mounting of the licking tube-bottle assembly on the cage top (which permits the use of disposable plastic cages with litter) and automated collection of data with microcomputers. 相似文献
69.
70.
定量构效关系 QSAR是研究并揭示物质结构和活性之间的联系 ,近年来有广泛的研究与应用。在一定程度上 ,联系揭示的是一种模式识别的问题 ,本文介绍了在此类研究中所涉及到的模式识别方法 ,并作了一些前景展望 相似文献