4,911 research outputs found
Convolutional Neural Networks Via Node-Varying Graph Filters
Convolutional neural networks (CNNs) are being applied to an increasing
number of problems and fields due to their superior performance in
classification and regression tasks. Since two of the key operations that CNNs
implement are convolution and pooling, this type of networks is implicitly
designed to act on data described by regular structures such as images.
Motivated by the recent interest in processing signals defined in irregular
domains, we advocate a CNN architecture that operates on signals supported on
graphs. The proposed design replaces the classical convolution not with a
node-invariant graph filter (GF), which is the natural generalization of
convolution to graph domains, but with a node-varying GF. This filter extracts
different local features without increasing the output dimension of each layer
and, as a result, bypasses the need for a pooling stage while involving only
local operations. A second contribution is to replace the node-varying GF with
a hybrid node-varying GF, which is a new type of GF introduced in this paper.
While the alternative architecture can still be run locally without requiring a
pooling stage, the number of trainable parameters is smaller and can be
rendered independent of the data dimension. Tests are run on a synthetic source
localization problem and on the 20NEWS dataset.Comment: Submitted to DSW 2018 (IEEE Data Science Workshop
Komunitas Merek Sebagai Sarana Efektif Word of Mouth Yang Positif
Merek telah menjadi kisah sukses semenjak kemunculannya di dunia bisnis pada pertengahan abad kesembilanbelas.Merek memberikan manfaat baik bagi para produsen dan konsumennya.Merek yang kuat juga merupakan perekat Perusahaan dengan pelanggan dengan cara menciptakan suatu hubungan emosional dengan para pelanggannya. Hubungan emosional yang kuat antara pelanggan dengan merek dapat menciptakan komunitas merek.Anggota akan menceritakan pengalaman dan kecintaan mereka atas merek terhadap orang dekatnya. Kecintaan komunitas atas suatu merek dapat dimanfaatkan sebagai sarana promosi word of mouth yang efektif. Responden pada penelitian ini adalah sebanyak 75 orang anggota Vario Bali Riders yang diperoleh dengan menggunakan metode sensus.Teknik analisis yang dipergunakan dalam penelitian ini adalah Partial Least Square (PLS).Teknik PLS digunakan untuk mengetahui hubungan kausalitas yang terjadi antara komunitas merek yang terdiri dari consciousness of a kind, shared rituals and traditionsdan sense of moral responsibility dan loyalitas pelanggan terhadap merek pelanggan.Â
Adsorption desorption processes on mesoscopic pores conected to microscopic pores of complex geometry using the Ising model
In this work we report studies of nitrogen adsorption and desorption onto
solid surfaces using computer simulations of the three dimensional Ising model,
for systems with complex porous structures at the mesoscopic and microscopic
levels. A hysteresis cycle between the adsorption and desorption processes
appears and we find that its characteristics are dependent on the geometry of
the pore and on the strength of the surface fluid interaction. We obtained also
an average adsorption isotherm, which represents a combination of differently
shaped pores, and shows robust jumps at certain values of the chemical
potential as a consequence of the structures of the pores. Lastly, we compare
our results with experimental data and also report the filling process of
microscopic pores connected with mesopores. It is argued that these predictions
are useful for researchers working on the enhanced recovery of oil and for the
design of new nanomaterials, among others
Three-dimensional patchy lattice model: ring formation and phase separation
We investigate the structural and thermodynamic properties of a model of
particles with patches of type and patches of type . Particles
are placed on the sites of a face centered cubic lattice with the patches
oriented along the nearest neighbor directions. The competition between the
self-assembly of chains, rings and networks on the phase diagram is
investigated by carrying out a systematic investigation of this class of
models, using an extension of Wertheim's theory for associating fluids and
Monte Carlo numerical simulations. We varied the ratio
of the interaction between patches and
, , and between patches, (
is set to ) as well as the relative position of the patches, i.e., the
angle between the (lattice) directions of the patches. We found
that both and ( or ) have a
profound effect on the phase diagram. In the empty fluid regime () the
phase diagram is re-entrant with a closed miscibility loop. The region around
the lower critical point exhibits unusual structural and thermodynamic behavior
determined by the presence of relatively short rings. The agreement between the
results of theory and simulation is excellent for but
deteriorates as decreases, revealing the need for new theoretical
approaches to describe the structure and thermodynamics of systems dominated by
small rings.Comment: 26 pages, 10 figure
Finite-volume matrix elements of two-body states
In this talk, we present a framework for studying structural information of
resonances and bound states coupling to two-hadron scattering states. This
makes use of a recently proposed finite-volume formalism to determine a class
of observables that are experimentally inaccessible but can be accessed via
lattice QCD. In particular, we shown that finite-volume two-body matrix
elements with one current insertion can be directly related to scattering
amplitudes coupling to the external current. For two-hadron systems with
resonances or bound states, one can extract the corresponding form factors of
these from the energy-dependence of the amplitudes.Comment: 7 pages, 2 figures, Proceedings of Lattice 201
CO observations and investigation of triggered star formation towards N10 infrared bubble and surroundings
We studied the environment of the dust bubble N10 in molecular emission.
Infrared bubbles, first detected by the GLIMPSE survey at 8.0 m, are ideal
regions to investigate the effect of the expansion of the HII region on its
surroundings eventual triggered star formation at its borders. In this work, we
present a multi-wavelength study of N10. This bubble is especially interesting
as infrared studies of the young stellar content suggest a scenario of ongoing
star formation, possibly triggered, on the edge of the HII region. We carried
out observations of CO(1-0) and CO(1-0) emission at PMO 13.7-m
towards N10. We also analyzed the IR and sub-mm emission on this region and
compare those different tracers to obtain a detailed view of the interaction
between the expanding HII region and the molecular gas. We also estimated the
parameters of the denser cold dust condensation and of the ionized gas inside
the shell. Bright CO emission was detected and two molecular clumps were
identified, from which we have derived physical parameters. We also estimate
the parameters for the densest cold dust condensation and for the ionized gas
inside the shell. The comparison between the dynamical age of this region and
the fragmentation time scale favors the "Radiation-Driven Implosion" mechanism
of star formation. N10 reveals to be specially interesting case with gas
structures in a narrow frontier between HII region and surrounding molecular
material, and with a range of ages of YSOs situated in region indicating
triggered star formation.Comment: Version 2 - Submmited to ApJ (under review
Pressure induced magnetic and magnetocaloric properties in NiCoMnSb Heusler alloy
The effect of pressure on the magnetic and the magnetocaloric properties
around the martensitic transformation temperature in NiCoMnSb Heusler alloy has
been studied. The martensitic transition temperature has significantly shifted
to higher temperatures with pressure, whereas the trend is opposite with the
application of applied magnetic field. The maximum magnetic entropy change
around the martensitic transition temperature for Ni45Co5Mn38Sb12 is 41.4 J/kg
K at the ambient pressure, whereas it is 33 J/kg K at 8.5 kbar. We find that by
adjusting the Co concentration and applying suitable pressure, NiCoMnSb system
can be tuned to achieve giant magnetocaloric effect spread over a large
temperature span around the room temperature, thereby making it a potential
magnetic refrigerant material for applications.Comment: 16 pages, 5 figure
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