1,550 research outputs found

    Concentration of empirical distribution functions with applications to non-i.i.d. models

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    The concentration of empirical measures is studied for dependent data, whose joint distribution satisfies Poincar\'{e}-type or logarithmic Sobolev inequalities. The general concentration results are then applied to spectral empirical distribution functions associated with high-dimensional random matrices.Comment: Published in at http://dx.doi.org/10.3150/10-BEJ254 the Bernoulli (http://isi.cbs.nl/bernoulli/) by the International Statistical Institute/Bernoulli Society (http://isi.cbs.nl/BS/bshome.htm

    A Functional Form of the Isoperimetric Inequality for the Gaussian Measure

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    Let g be a smooth function on nwith values in [0, 1]. Using the isoperimetric property of the Gaussian measure, itis proved thatφ(Φ−1(Eg))−Eφ(Φ−1(g))⩽E; ∇g;. Conversely, this inequality implies the isoperimetric property of the Gaussian measure

    Convergence to Stable Laws in Relative Entropy

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    Convergence to stable laws in relative entropy is established for sums of i.i.d. random variables

    A Functional Form of the Isoperimetric Inequality for the Gaussian Measure

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    Let g be a smooth function on nwith values in [0, 1]. Using the isoperimetric property of the Gaussian measure, itis proved thatφ(Φ−1(Eg))−Eφ(Φ−1(g))⩽E; ∇g;. Conversely, this inequality implies the isoperimetric property of the Gaussian measure

    Optimal Concentration of Information Content For Log-Concave Densities

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    An elementary proof is provided of sharp bounds for the varentropy of random vectors with log-concave densities, as well as for deviations of the information content from its mean. These bounds significantly improve on the bounds obtained by Bobkov and Madiman ({\it Ann. Probab.}, 39(4):1528--1543, 2011).Comment: 15 pages. Changes in v2: Remark 2.5 (due to C. Saroglou) added with more general sufficient conditions for equality in Theorem 2.3. Also some minor corrections and added reference

    The G2G_2-MSSM - An MM Theory motivated model of Particle Physics

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    We continue our study of the low energy implications of MM theory vacua on G2G_2 manifolds, undertaken in \cite{Acharya:2007rc,Acharya:2006ia}, where it was shown that the moduli can be stabilized and a TeV scale generated, with the Planck scale as the only dimensionful input. A well-motivated phenomenological model - the G2G_2-MSSM, can be naturally defined within the above framework. In this paper, we study some of the important phenomenological features of the G2G_2-MSSM. In particular, the soft supersymmetry breaking parameters and the superpartner spectrum are computed. The G2G_2-MSSM generically gives rise to light gauginos and heavy scalars with wino LSPs when one tunes the cosmological constant. Electroweak symmetry breaking is present but fine-tuned. The G2G_2-MSSM is also naturally consistent with precision gauge coupling unification. The phenomenological consequences for cosmology and collider physics of the G2G_2-MSSM will be reported in more detail soon.Comment: 42 pages, 7 figures, one figure corrected, reference adde
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