3,386 research outputs found
Analyzing genome-wide association studies with an FDR controlling modification of the Bayesian information criterion
The prevailing method of analyzing GWAS data is still to test each marker
individually, although from a statistical point of view it is quite obvious
that in case of complex traits such single marker tests are not ideal. Recently
several model selection approaches for GWAS have been suggested, most of them
based on LASSO-type procedures. Here we will discuss an alternative model
selection approach which is based on a modification of the Bayesian Information
Criterion (mBIC2) which was previously shown to have certain asymptotic
optimality properties in terms of minimizing the misclassification error.
Heuristic search strategies are introduced which attempt to find the model
which minimizes mBIC2, and which are efficient enough to allow the analysis of
GWAS data.
Our approach is implemented in a software package called MOSGWA. Its
performance in case control GWAS is compared with the two algorithms HLASSO and
GWASelect, as well as with single marker tests, where we performed a simulation
study based on real SNP data from the POPRES sample. Our results show that
MOSGWA performs slightly better than HLASSO, whereas according to our
simulations GWASelect does not control the type I error when used to
automatically determine the number of important SNPs. We also reanalyze the
GWAS data from the Wellcome Trust Case-Control Consortium (WTCCC) and compare
the findings of the different procedures
Joe Dolejsi of Bismarck: Germany, World War II
North Dakota Prisoner of War Report by Joe Dolejsi (1921-2010) of Bismarck. Dolejsi was a POW of Germany during the Second World War
Non-hydrostatic mesoscale atmospheric modeling by the anisotropic mesh adaptive discontinuous Galerkin method
We deal with non-hydrostatic mesoscale atmospheric modeling using the fully
implicit space-time discontinuous Galerkin method in combination with the
anisotropic -mesh adaptation technique. The time discontinuous
approximation allows the treatment of different meshes at different time levels
in a natural way which can significantly reduce the number of degrees of
freedom. The presented approach generates a sequence of triangular meshes
consisting of possible anisotropic elements and varying polynomial
approximation degrees such that the interpolation error is below the given
tolerance and the number of degrees of freedom at each time step is minimal. We
describe the discretization of the problem together with several implementation
issues related to the treatment of boundary conditions, algebraic solver and
adaptive choice of the size of the time steps.The computational performance of
the proposed method is demonstrated on several benchmark problems
Goal-oriented error analysis of iterative Galerkin discretizations for nonlinear problems including linearization and algebraic errors
We consider the goal-oriented error estimates for a linearized iterative
solver for nonlinear partial differential equations. For the adjoint problem
and iterative solver we consider, instead of the differentiation of the primal
problem, a suitable linearization which guarantees the adjoint consistency of
the numerical scheme. We derive error estimates and develop an efficient
adaptive algorithm which balances the errors arising from the discretization
and use of iterative solvers. Several numerical examples demonstrate the
efficiency of this algorithm.Comment: submitte
Photoproduction of Vector Mesons at Large Transfer
At forward angles, the cross-sections of photoproduction of vector mesons
(, , and ) are well accounted for by the exchange of the
Pomeron at high energies, while contributions of channel exchange of
Reggeons are significant at low energies. At large angles, the impact parameter
becomes small enough to prevent their constituents to build up the exchanged
Reggeons or Pomeron. Two gluon exchange appears to dominate above
GeV, especially in the channel.Comment: 4 pages, 3 figure
Time Evolution of Jets and Perturbative Color Neutralization
In-medium production of leading hadrons in hard reactions, carrying the main
fraction of the jet momentum, involves two stages: (i) the parton originated
from the hard process propagates through the medium radiating gluons due to the
initial hard collision, as well as to multiple interactions in the medium; (ii)
perturbative color neutralization, e.g. picking up an anti-colored parton
produced perturbatively, followed by evolution and attenuation of the
(pre)hadron in the medium. The color neutralization (or production) length for
leading hadrons is controlled by coherence, energy conservation and Sudakov
suppression. The pT-broadening is a sensitive and model independent probe for
the production length. The color neutralization time is expected to shrink with
rising hard scale. In particular, we found a very fast energy dissipation by a
highly virtual parton: half of the jet energy is radiated during the first
Fermi. Energy conservation makes the production of leading hadrons at longer
times difficult.Comment: Based on talk given by B.K. at the Fifth International Conference on
Perspectives in Hadronic Physics, Trieste, May 200
Experimental Studies of Hadronization and Parton Propagation in the Space-Time Domain
Over the past decade, new data have become available from DESY, Jefferson
Lab, Fermilab, and RHIC that connect to parton propagation and hadron
formation. Semi-inclusive DIS on nuclei, the Drell-Yan reaction, and heavy-ion
collisions all bring different kinds of information on parton propagation
within a medium, while the most direct information on hadron formation comes
from the DIS data. Over the next decade one can hope to begin to understand
these data within a unified picture. We briefly survey the most relevant data
and the common elements of the physics picture, then highlight the new
Jefferson Lab data from CLAS, and close with prospects for the future.Comment: 8 pages, 6 figures - To appear in the conference proceedings for
Quark Matter 2009, March 30 - April 4, Knoxville, Tennesse
Compatibility of a model for the QCD-Pomeron and chiral-symmetry breaking phenomenologies
The phenomenology of a QCD-Pomeron model based on the exchange of a pair of
non-perturbative gluons, i.e. gluon fields with a finite correlation length in
the vacuum, is studied in comparison with the phenomenology of QCD chiral
symmetry breaking, based on non-perturbative solutions of Schwinger-Dyson
equations for the quark propagator including these non-perturbative gluon
effects. We show that these models are incompatible, and point out some
possibles origins of this problem.Comment: 21 pages, uuencoded latex file, 3 postscript figures, uses epsf.sty
and epsf.tex. To be published in Phys. Lett.
Resummation of nuclear enhanced higher twist in the Drell Yan process
We investigate higher twist contributions to the transverse momentum
broadening of Drell Yan pairs in proton nucleus collisions. We revisit the
contribution of matrix elements of twist-4 and generalize this to matrix
elements of arbitrary twist. An estimate of the maximal nuclear broadening
effect is derived. A model for nuclear enhanced matrix elements of arbitrary
twist allows us to give the result of a resummation of all twists in closed
form. Subleading corrections to the maximal broadening are discussed
qualitatively.Comment: 10 pages, 5 figures; v2: minor changes in text, acknowledgement
added; v3: mistake in fig. 1 correcte
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