20,285 research outputs found
CIRCE Version 1.0: Beam Spectra for Linear Collider Physics
I describe parameterizations of realistic - and -beam spectra
at future linear -colliders. Emphasis is put on simplicity and
reproducibility of the parameterizations, supporting reproducible physics
simulations. The parameterizations are implemented in a library of distribution
functions and event generators.Comment: 26 pages, LaTeX (using amsmath.sty), PostScript figures included,
paper saving version formatted for A4 available from
ftp://crunch.ikp.physik.th-darmstadt.de/pub/preprints/IKDA-96-13.ps.g
A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing
The past years have witnessed many dedicated open-source projects that built
and maintain implementations of Support Vector Machines (SVM), parallelized for
GPU, multi-core CPUs and distributed systems. Up to this point, no comparable
effort has been made to parallelize the Elastic Net, despite its popularity in
many high impact applications, including genetics, neuroscience and systems
biology. The first contribution in this paper is of theoretical nature. We
establish a tight link between two seemingly different algorithms and prove
that Elastic Net regression can be reduced to SVM with squared hinge loss
classification. Our second contribution is to derive a practical algorithm
based on this reduction. The reduction enables us to utilize prior efforts in
speeding up and parallelizing SVMs to obtain a highly optimized and parallel
solver for the Elastic Net and Lasso. With a simple wrapper, consisting of only
11 lines of MATLAB code, we obtain an Elastic Net implementation that naturally
utilizes GPU and multi-core CPUs. We demonstrate on twelve real world data
sets, that our algorithm yields identical results as the popular (and highly
optimized) glmnet implementation but is one or several orders of magnitude
faster.Comment: 10 page
HaTS: Hardware-Assisted Transaction Scheduler
In this paper we present HaTS, a Hardware-assisted Transaction Scheduler. HaTS improves performance of concurrent applications by classifying the executions of their atomic blocks (or in-memory transactions) into scheduling queues, according to their so called conflict indicators. The goal is to group those transactions that are conflicting while letting non-conflicting transactions proceed in parallel. Two core innovations characterize HaTS. First, HaTS does not assume the availability of precise information associated with incoming transactions in order to proceed with the classification. It relaxes this assumption by exploiting the inherent conflict resolution provided by Hardware Transactional Memory (HTM). Second, HaTS dynamically adjusts the number of the scheduling queues in order to capture the actual application contention level. Performance results using the STAMP benchmark suite show up to 2x improvement over state-of-the-art HTM-based scheduling techniques
Density-Dependent Response of an Ultracold Plasma to Few-Cycle Radio-Frequency Pulses
Ultracold neutral plasmas exhibit a density-dependent resonant response to
applied radio-frequency (RF) fields in the frequency range of several MHz to
hundreds of MHz for achievable densities. We have conducted measurements where
short bursts of RF were applied to these plasmas, with pulse durations as short
as two cycles. We still observed a density-dependent resonant response to these
short pulses. However, the too rapid timescale of the response, the dependence
of the response on the sign of the driving field, the response as the number of
pulses was increased, and the difference in plasma response to radial and
axially applied RF fields are inconsistent with the plasma response being due
to local resonant heating of electrons in the plasma. Instead, our results are
consistent with rapid energy transfer from collective motion of the entire
electron cloud to electrons in high-energy orbits. In addition to providing a
potentially more robust way to measure ultracold neutral plasma densities,
these measurements demonstrate the importance of collective motion in the
energy transport in these systems.Comment: 5 pages, 4 figure
Does SN 1987A contain a rapidly vibrating neutron star
If the recently reported 0.5 ms-period pulsed optical signal from the direction of Supernova 1987A originated in a young neutron star, its interpretation as a rotational period has difficulties. The surface magnetic field would have to be much lower than expected, and the high rotation rate may rule out preferred nuclear equations of state. It is pointed out here that a remnant radial vibration of a neutron star, excited in the supernova event, may survive for several years with about the observed (gravitationally redshifted) period. Heavy ions at the low-density stellar surface, periodically shocked by the vibration, may efficiently produce narrow pulses of optical cyclotron radiation in a surface field of about a trillion gauss
- …
