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  • 1
    Online-Ressource
    Online-Ressource
    Springer Science and Business Media LLC ; 2008
    In:  Computational Statistics Vol. 23, No. 4 ( 2008-10), p. 587-604
    In: Computational Statistics, Springer Science and Business Media LLC, Vol. 23, No. 4 ( 2008-10), p. 587-604
    Materialart: Online-Ressource
    ISSN: 0943-4062 , 1613-9658
    Sprache: Englisch
    Verlag: Springer Science and Business Media LLC
    Publikationsdatum: 2008
    ZDB Id: 1104678-8
    ZDB Id: 1480911-4
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 2
    Online-Ressource
    Online-Ressource
    Springer Science and Business Media LLC ; 2007
    In:  Behavior Genetics Vol. 37, No. 2 ( 2007-3-13), p. 334-344
    In: Behavior Genetics, Springer Science and Business Media LLC, Vol. 37, No. 2 ( 2007-3-13), p. 334-344
    Materialart: Online-Ressource
    ISSN: 0001-8244 , 1573-3297
    Sprache: Englisch
    Verlag: Springer Science and Business Media LLC
    Publikationsdatum: 2007
    ZDB Id: 2014974-8
    SSG: 12
    SSG: 5,2
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 3
    Online-Ressource
    Online-Ressource
    Springer Science and Business Media LLC ; 2009
    In:  BMC Bioinformatics Vol. 10, No. 1 ( 2009-12)
    In: BMC Bioinformatics, Springer Science and Business Media LLC, Vol. 10, No. 1 ( 2009-12)
    Kurzfassung: Selection of influential genes with microarray data often faces the difficulties of a large number of genes and a relatively small group of subjects. In addition to the curse of dimensionality, many gene selection methods weight the contribution from each individual subject equally. This equal-contribution assumption cannot account for the possible dependence among subjects who associate similarly to the disease, and may restrict the selection of influential genes. Results A novel approach to gene selection is proposed based on kernel similarities and kernel weights. We do not assume uniformity for subject contribution. Weights are calculated via regularized least squares support vector regression (RLS-SVR) of class levels on kernel similarities and are used to weight subject contribution. The cumulative sum of weighted expression levels are next ranked to select responsible genes. These procedures also work for multiclass classification. We demonstrate this algorithm on acute leukemia, colon cancer, small, round blue cell tumors of childhood, breast cancer, and lung cancer studies, using kernel Fisher discriminant analysis and support vector machines as classifiers. Other procedures are compared as well. Conclusion This approach is easy to implement and fast in computation for both binary and multiclass problems. The gene set provided by the RLS-SVR weight-based approach contains a less number of genes, and achieves a higher accuracy than other procedures.
    Materialart: Online-Ressource
    ISSN: 1471-2105
    Sprache: Englisch
    Verlag: Springer Science and Business Media LLC
    Publikationsdatum: 2009
    ZDB Id: 2041484-5
    SSG: 12
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 4
    In: Journal of Refractive Surgery, SLACK, Inc., Vol. 23, No. 3 ( 2007-03), p. 257-265
    Kurzfassung: ABSTRACT PURPOSE: To investigate the role of heredity in determining refractive variables, anterior corneal curvature, and anterior corneal aberrations. METHODS: Thirty-three monozygotic and 10 dizygotic twin pairs were enrolled in this study. Corneal curvature, corneal astigmatism, and corneal topography were obtained from computerized videokeratoscope. The CTView program was used to compute anterior corneal aberrations from corneal height data of the videokeratoscope. Correlation analysis was performed to investigate the symmetry of the refractive error, corneal curvature, corneal astigmatism, and anterior corneal aberrations between right and left eyes of each twin pair. Heritability [h2) of these parameters was also calculated. RESULTS: Positive correlations were noted between right and left eyes for spherical power, total astigmatism, mean corneal curvature, and corneal astigmatism. In monozygotic twins, vertical coma, secondary vertical coma, spherical aberration, and secondary spherical aberration were moderately correlated. In dizygotic twins, vertical coma, secondary horizontal coma, and spherical aberration were moderately correlated. In unrelated controls, secondary vertical coma, secondary horizontal coma, and secondary spherical aberration were moderately correlated. Root-mean-square (RMS) of higher order aberrations (3rd to 6th orders), RMS of spherical aberration, and RMS of coma were moderately correlated between right and left eyes in all three groups. Heritability of spherical aberration, RMS of spherical aberration, and corneal astigmatism (ft2=0.56, 0.44, and 0.46) were greater than those of refractive power, corneal curvature, and other higher order aberrations. CONCLUSIONS: These results suggest that corneal astigmatism and spherical aberration possess a greater genetic predisposition than those of other refractive errors and higher order aberrations. [J Refract Surg. 2007;23:257-265.]
    Materialart: Online-Ressource
    ISSN: 1081-597X
    Sprache: Englisch
    Verlag: SLACK, Inc.
    Publikationsdatum: 2007
    Standort Signatur Einschränkungen Verfügbarkeit
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