CWRU PAT Coffee Agenda

Tuesdays 10:30 - 11:30 | Fridays 11:30 - 12:30

+3 BAHAMAS: new SNIa analysis reveals inconsistencies with standard cosmology.

kxp265 +1 aam80 +1 cjc5 +1

+1 Cosmological Constraints from Measurements of Type Ia Supernovae discovered during the first 1.5 years of the Pan-STARRS1 Survey

sxa507 +1

+1 Dynamical Emergence of the Universe into the False Vacuum.

kxp265 +1 cad96 +1

+1 Model-Independent Dark Energy Equation of State from Baryon Acoustic Oscillations. - [UPDATED]

sxa507 +1

+1 Machine Learning and Cosmological Simulations I: Semi-Analytical Models.

jtd55 +1

+1 Supersymmetric Dark Matter after Run I at the LHC: From a TeV to a PeV.

cad96 +1

+1 Hairy black holes in scalar extended massive gravity.

qxc76 +1 cad96 +1 aam80 +1

+1 BRST Analysis of the Supersymmetric Higher Spin Field Models.

aam80 +1

Showing votes from 2015-10-20 11:30 to 2015-10-23 12:30 | Next meeting is Friday Jul 3rd, 11:30 am.

users

  • No papers in this section today!

astro-ph.CO

  • Machine Learning and Cosmological Simulations I: Semi-Analytical Models.- [PDF] - [Article]

    Harshil M. Kamdar, Matthew J. Turk, Robert J. Brunner
     

    We present a new exploratory framework to model galaxy formation and evolution in a hierarchical universe by using machine learning (ML). Our motivations are two-fold: (1) presenting a new, promising technique to study galaxy formation, and (2) quantitatively analyzing the extent of the influence of dark matter halo properties on galaxies in the backdrop of semi-analytical models (SAMs). We use the influential Millennium Simulation and the corresponding Munich SAM to train and test various sophisticated machine learning algorithms (k-Nearest Neighbors, decision trees, random forests and extremely randomized trees). By using only essential dark matter halo physical properties for haloes of $M>10^{12} M_{\odot}$ and a partial merger tree, our model predicts the hot gas mass, cold gas mass, bulge mass, total stellar mass, black hole mass and cooling radius at z = 0 for each central galaxy in a dark matter halo for the Millennium run. Our results provide a unique and powerful phenomenological framework to explore the galaxy-halo connection that is built upon SAMs and demonstrably place ML as a promising and a computationally efficient tool to study small-scale structure formation.

  • Supersymmetric Dark Matter after Run I at the LHC: From a TeV to a PeV.- [PDF] - [Article]

    Keith A. Olive
     

    The absence of low energy supersymmetry in run I data at the LHC has pushed the nominal scale for supersymmetry beyond a TeV. While this is consistent with the discovery of the Higgs boson at \approx 125 GeV, simple models with scalar and gaugino mass universality are being pushed into corners of parameter space. Some possibilities within the constrained minimal supersymmetric extension of the standard model (with four parameters) are discussed along with a one parameter extension in which the Higgs soft masses are non-universal. Also discussed are 2-, 3-, and 4-parameter versions of pure gravity mediated models with a wino, Higgsino, or bino LSP respectively.

astro-ph.HE

  • No papers in this section today!

astro-ph.GA

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astro-ph.IM

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gr-qc

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hep-ph

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hep-th

  • BRST Analysis of the Supersymmetric Higher Spin Field Models.- [PDF] - [Article]

    I. L. Buchbinder, K. Koutrolikos
     

    We develop the BRST approach for all massless integer and half-integer higher spins in 4D Minkowski space, using the two component spinor nota- tion and develop the Lagrangian formulation for supersymmetric higher spin models. It is shown that the problem of second class constraints disappears and the BRST procedure becomes much more simple than in tensorial nota- tion. Furthermore, we demonstrate that the BRST procedure automatically provides extra auxiliary components that belong in the set of supersymmetry auxiliary components. Finally, we demonstrate how supersymmetry transfo- rmations are realized in such an approach. As a result, we conclude that the BRST approach to higher spin supersymmetric theories allows to derive both the Lagrangian and the supersymmetry transformations. Although most part of the work is devoted to massless component supersymmetric models, we also discuss generalization for massive component supersymmetric models and for superfield models.

hep-ex

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quant-ph

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other

  • No papers in this section today!