We generalize McDiarmid's inequality for functions with bounded differences
on a high probability set, using an extension argument. Those functions
concentrate around their conditional expectations. We further extend the
results to concentr...
The matryoshka doll prior: principled penalization in Bayesian selection
November 15, 2015
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Statistics
Methodology
Methodology
This paper introduces a general and principled construction of model space
priors with a focus on regression problems. The proposed formulation regards
each model as a ``local'' null hypothesis whose alternatives are the set of
models that ...
Deep Reinforcement Learning in Parameterized Action Space
November 12, 2015
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Computer Science
Artificial Intelligence
Machine Learning
Multiagent Systems
Neural and Evolutionary Computing
Recent work has shown that deep neural networks are capable of approximating
both value functions and policies in reinforcement learning domains featuring
continuous state and action spaces. However, to the best of our knowledge no
previous...
Some Aspects of Three-Quark Potentials
November 11, 2015
Physics
High Energy Physics - Phenomenology
High Energy Physics - Lattice
High Energy Physics - Theory
Nuclear Theory
We analytically evaluate the expectation value of a baryonic Wilson loop in a
holographic model of an SU(3) pure gauge theory. We then discuss three aspects
of a static three-quark potential: an aspect of universality which concerns
propert...
The CTU Prague Relational Learning Repository
November 10, 2015
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Computer Science
Machine Learning
Databases
The aim of the Prague Relational Learning Repository is to support machine
learning research with multi-relational data. The repository currently contains
148 SQL databases hosted on a public MySQL server located at
\url{https://relational-...
Multiplication operators on the Bergman space of bounded domains in C^d
November 5, 2015
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Mathematics
Operator Algebras
Complex Variables
In this paper we study multiplication operators on Bergman spaces of high
dimensional bounded domains and those von Neumann algebras induced by them via
the geometry of domains and function theory of their symbols. In particular,
using loca...
Homoclinic points of symplectic partially hyperbolic systems with 2D
centre
October 20, 2015
Mathematics
Dynamical Systems
We consider a generic symplectic partially hyperbolic diffeomorphism close to
direct/skew products of symplectic Anosov diffeomorphisms with area-preserving
diffeomorphisms and prove that every hyperbolic periodic point has transverse
homoc...
The p-cycle of Holonomic D-modules and Quantization of Exact Algebraic
Lagrangians
October 19, 2015
Mathematics
Algebraic Geometry
Let X=An be complex affine space, and let T∗X be its
cotangent bundle. For any exact Lagrangian L⊂T∗X, we define a new
invariant, A, living in DivQ/Z(L). We call this
invariant t...
Probing the Dark Sector with Dark Matter Bound States
October 16, 2015
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Physics
High Energy Physics - Phenomenology
Cosmology and Nongalactic Astrophysics
High Energy Physics - Experiment
A model of dark sector where O(fewGeV) mass dark matter particles
χ couple to a lighter dark force mediator V, mV≪mχ, is
motivated by the recently discovered mismatch between simulated and observed
shapes of galac...
Pathway Tools version 28.0: Integrated Software for Pathway/Genome
Informatics and Systems Biology
October 14, 2015
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Quantitative Biology
Genomics
Quantitative Methods
Pathway Tools is a bioinformatics software environment with a broad set of
capabilities. The software provides genome-informatics tools such as a genome
browser, sequence alignments, a genome-variant analyzer, and
comparative-genomics opera...