1,638 research outputs found
Statistical learning for the analysis of multimodal sleep in older men
Introduction: Sleep is essential for human development and maintaining physical and mental health. Sleep disturbances have long been known to be associated with mental illness, metabolic, neurological or other systems diseases. Knowing what factors are associated with sleep quality and sleep-wake homeostasis is important for the study of sleep disorders and may potentially inform new treatment strategies to preserve patients' normal sleep-wake cycle. The present study aims to identify what actigraphic measures, self-reported sleep variables, and other chronic diseases, medications are related to the percentage of slow-wave sleep and delta power spectra in older men.
Method: Categorical variables are summarized using frequencies and percentages. For continuous variables, means and standard deviations are computed, and distributions are displayed in histograms. Possible correlations among variables are examined by a matrix of scatterplots and Pearson correlation coefficients. The LASSO is used for feature selection in multiple linear regression models and multiple imputation used to overcome missing data.
Results: The past month sleep hours (β=0.0896, p<0.05), kidney diseases (β=0.161, p<0.05) and oral corticosteroids (β=0.148, p<0.05) are significantly positively associated with percentage of deep sleep, while sleep apnea severity (β=-0.0043, p<0.001), age ( = -0.0042, p<0.01), Benzodiazepine use ( -0.155, p<0.001), NSAIDS use (β=-0.0418, p<0.05), and race(β=-0.0476, p<0.01) are negatively associated when controlling other variables’ effect. Cognitive function (β=0.0015, p<0.001), and oral corticosteroids (β=0.0733, p<0.01) are positively related to delta power, while sleep apnea severity (β=-0.0011, p<0.001), age ( = -0.0013, p<0.05), mean sleep minutes (-0.0002, p<0.001) , BMI (-0.031, p<0.001), Diabetes (β=-0.0404, p<0.001), Benzodiazepine use ( -0.061, p<0.001), and the consumption of alcoholic beverages (β=-0.0125, p<0.05) are negatively related to delta power when controlling other covariates.
Conclusions: Our study suggested several factors are either positively or negatively associated with the percentage of deep sleep and delta power. Most of the factors affect the percentage of slow-wave sleep and delta power in the same direction.
Public Health Significance: These analyses may provide important messages for future study and potential medical interventions application
Prompt and non-prompt charm baryons with ALICE
Recent measurements of prompt charm-baryon production at midrapidity in pp
and p--Pb collisions show baryon-to-meson yield ratios significantly higher
than those in collisions, suggesting that the charm fragmentation
is not universal across different collision systems. Thus, more precise and
broader measurements of prompt charm-baryon production are crucial to study the
charm quark hadronization in a partonic-rich environment like the one produced
in pp collisions at the LHC energies. Prompt charm baryon-to-meson yield ratios
in proton--nucleus collisions provide important information about possible
additional modification of hadronization mechanisms, on cold nuclear matter
effects, and on the possible presence of collective effects that could modify
the production of heavy-flavor hadrons. The non-prompt charm-hadron production
can provide information about the beauty sector and can be used to study flavor
dependence of heavy-quark hadronization. In this contribution, the most recent
results on prompt and non-prompt charm-hadron yield ratios in pp and p--Pb
collisions and on charm fragmentation fractions and charm production cross
section at midrapidity per unit of rapidity measured by ALICE are discussed.Comment: Proceedings of 41st International Conference on High Energy Physics
(ICHEP2022), 06 - 13 July, 2022. 6 pages, 4 figure
Latest ALICE results on charm and beauty hadronisation in hadronic collisions
The study of heavy-flavour mesons and baryons in hadronic collisions provides
unique access to the properties of heavy-quark hadronisation in the presence of
large partonic densities, where new mechanisms of hadron formation beyond
in-vacuum fragmentation can emerge. Performing these measurements in intervals
of charged-particle multiplicities across different collision systems provides
sensitivity to understand whether different hadronisation mechanisms are at
play in small and large hadronic colliding systems.
In this contribution, a selection of the latest charm and beauty production
measurements in proton--proton (pp) collisions is presented, which can shed
light on the modification of the heavy-quark hadronisation mechanisms with
respect to leptonic collisions. New published results of the production of all
prompt charm ground states in pp collisions at ~TeV, which allowed
us to measure the charm fragmentation fractions and the total
production cross section at midrapidity, will be shown. The new final
measurement of non-prompt (i.e. originating from beauty-hadron decays) baryons in the same collisions system will be discussed to provide
a quantitative comparison between the hadronisation properties of beauty and
charm hadrons. New measurements of production as a function of
charged-particle multiplicity in pp collisions at ~TeV, and of
production in p--Pb collisions at ~TeV,
will be also presented, shedding further light on the hadronisation of
charm-strange baryons in different colliding systems.Comment: Proceedings of 30th International Conference on Ultra-relativistic
Nucleus-Nucleus Collisions (Quark Matter 2023), 03 - 09 September 2023. 4
pages, 3 figure
Quantile regression in partially linear varying coefficient models
Semiparametric models are often considered for analyzing longitudinal data
for a good balance between flexibility and parsimony. In this paper, we study a
class of marginal partially linear quantile models with possibly varying
coefficients. The functional coefficients are estimated by basis function
approximations. The estimation procedure is easy to implement, and it requires
no specification of the error distributions. The asymptotic properties of the
proposed estimators are established for the varying coefficients as well as for
the constant coefficients. We develop rank score tests for hypotheses on the
coefficients, including the hypotheses on the constancy of a subset of the
varying coefficients. Hypothesis testing of this type is theoretically
challenging, as the dimensions of the parameter spaces under both the null and
the alternative hypotheses are growing with the sample size. We assess the
finite sample performance of the proposed method by Monte Carlo simulation
studies, and demonstrate its value by the analysis of an AIDS data set, where
the modeling of quantiles provides more comprehensive information than the
usual least squares approach.Comment: Published in at http://dx.doi.org/10.1214/09-AOS695 the Annals of
Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical
Statistics (http://www.imstat.org
Hadronization studies at the LHC with ALICE
Studies of the production of heavy-flavour baryons are of prominent
importance to investigate hadronization mechanisms at the LHC, in particular
through the study of the evolution of the baryon-over-meson production ratio.
Measurements performed in pp and p--Pb collisions at the LHC have revealed
unexpected features, qualitatively similar to what was observed in heavy-ion
collisions and, in the charm sector, not in line with the expectations based on
previous measurements from colliders and in ep collisions. These
results suggest that charmed baryon formation might not be universal and that
the baryon-over-meson ratio depends on the collision system or multiplicity.
A review of ALICE measurements of charmed baryons, including as a function of charged-particle multiplicity in pp, p--Pb
and Pb--Pb collisions, and
as a function of in pp collisions and ,
will be presented. Comparison to phenomenological models will be also
discussed. Emphasis will be given to the discussion of the impact of these
studies on the understanding of hadronization processes.Comment: Proceedings of 40th International Conference on High Energy physics,
July 28 - August 6, 2020. 6 pages, 3 figure
Characterizing AGB stars in Wide-field Infrared Survey Explorer (WISE) bands
Since asymptotic giant branch (AGB) stars are bright and extended infrared
objects, most Galactic AGB stars saturate the Wide-field Infrared Survey
Explorer (WISE) detectors and therefore the WISE magnitudes that are restored
by applying point-spread-function fitting need to be verified. Statistical
properties of circumstellar envelopes around AGB stars are discussed on the
basis of a WISE AGB catalog verified in this way. We cross-matched an AGB star
sample with the WISE All-Sky Source Catalog and the Two Mircon All Sky Survey
catalog. Infrared Space Observatory (ISO) spectra of a subsample of WISE AGB
stars were also exploited. The dust radiation transfer code DUSTY was used to
help predict the magnitudes in the W1 and W2 bands, the two WISE bands most
affected by saturation, for calibration purpose, and to provide physical
parameters of the AGB sample stars for analysis. DUSTY is verified against the
ISO spectra to be a good tool to reproduce the spectral energy distributions of
these AGB stars. Systematic magnitude-dependent offsets have been identified in
WISE W1 and W2 magnitudes of the saturated AGB stars, and empirical calibration
formulas are obtained for them on the basis of 1877 (W1) and 1558 (W2) AGB
stars that are successfully fit with DUSTY. According to the calibration
formulae, the corrections for W1 at 5 mag and W2 at 4 mag are and
0.217 mag, respectively. In total, we calibrated the W1/W2 magnitudes of
2390/2021 AGB stars. The model parameters from the DUSTY and the calibrated
WISE W1 and W2 magnitudes are used to discuss the behavior of the WISE
color-color diagrams of AGB stars. The model parameters also reveal that O-rich
AGB stars with opaque circumstellar envelopes are much rarer than opaque C-rich
AGB stars toward the anti-Galactic center direction, which we attribute to the
metallicity gradient of our Galaxy.Comment: 9 pages in two column format, 7 figures, accepted for publication in
A&
Correlation effects in the iron pnictides
One of the central questions about the iron pnictides concerns the extent to
which their electrons are strongly correlated. Here we address this issue
through the phenomenology of the charge transport and dynamics, single-electron
excitation spectrum, and magnetic ordering and dynamics. We outline the
evidence that the parent compounds, while metallic, have electron interactions
that are sufficiently strong to produce incipient Mott physics. In other words,
in terms of the strength of electron correlations compared to the kinetic
energy, the iron pnictides are closer to intermediately-coupled systems lying
at the boundary between itinerancy and localization, such as V2O3 or Se-doped
NiS2, rather than to simple antiferromagnetic metals like Cr. This level of
electronic correlations produces a new small parameter for controlled
theoretical analyses, namely the fraction of the single-electron spectral
weight that lies in the coherent part of the excitation spectrum. Using this
expansion parameter, we construct the effective low-energy Hamiltonian and
discuss its implications for the magnetic order and magnetic quantum
criticality. Finally, this approach sharpens the notion of magnetic frustration
for such a metallic system, and brings about a multiband matrix t-J1-J2 model
for the carrier-doped iron pnictides.Comment: 14 pages, 2 figures, discussions on several points expanded,
published in the Focus Issue on Iron-Based Superconductor
Heavy surface state in a possible topological Kondo insulator: Magneto-thermoelectric transport on the (011)-plane of SmB
Motivated by the high sensitivity to Fermi surface topology and scattering
mechanisms in magneto-thermoelectric transport, we have measured the
thermopower and Nernst effect on the (011)-plane of the proposed topological
Kondo insulator SmB. These experiments, together with electrical
resistivity and Hall effect measurements, demonstrate that the (011)-plane also
harbors a metallic surface with the effective mass in the order of 10-10
. The surface and bulk conductances are well distinguished in these
measurements and are categorized into metallic and non-degenerate
semiconducting regimes, respectively. Electronic correlations play an important
role in enhancing scattering and also contribute to the heavy surface state.Comment: 4 figures, 1 tabl
Compound Control of Electromagnetic Linear Actuator Based on Fuzzy Switching
Due to the motion control system of electromagnetic linear actuator (EMLA) is a nonlinear system with poor controllability, single control strategy has been difficult to meet the requirements of its control. A compound control strategy based on inverse system control (ISC) and proportional-integral (PI) is designed in this paper. Switching between two algorithms, which is based on the fuzzy rules, prevents the control algorithm to jitter and jump. System model is build under Matlab/Simulink to do simulation analysis. The designed controller is integrated into the system simulation model and the system software of digital signal processor (DSP) controller. Simulation and test results show that the compound control strategy using fuzzy switching rules achieves the smooth transition of two control algorithms, and the goal of any position location, and continuous adjustment in 0~4mm lift. Positioning accuracy is up to ± 0.02mm, while the response time is less than 10ms
Secure CrsMgr: a course manager system
Internet was developed for computers to be interconnected easily and hence allow them to interchange information. One of the early use of the internet was for email communications and file transfers. The web was developed to make the sharing of information much more convenient. However, the technology for protecting data when interaction is allowed was developed piecemeal and many web applications where user communicate using the web form based interface with a server and databases are exposed to various threats including malicious script. Moreover, companies and malicious users use trackers to observe and record the user actions.
In this project we address these problems in connection with course manager system(CrsMgr) which is used currently to manage typical university courses; it includes features for posting notes, tutorials, assignments, projects, create and maintain student groups, provide facility for group peer evaluation, on-line quizzes, and grading. The technique used to enhance the security based on using filtration layer and prepared-execute layer to make CrsMgr secure. The goal of filtration layer is to catch malicious user input based on suspect key words; The goal of prepared-execute layer is to invalidate malicious input. The implementation of this feature uses mysqli, a PHP extension for secure database access.
We have also developed an experimental browser which prevents user tracking and saves bandwidth by disallowing third party contents. The latter uses two techniques: filtration and user agent faking. Filtration is to check every resource Uniform Resource Identifier(URL) before making a request to load it, and not loading any target URL if it is determined to be a third party. The third party determination policy is configured by the user. The browser also provides user agent faking which is a feature that allows masquerading the browser and platform information with random information. The browser provides a simple user interface that allow user to verify the third party content on a web page and stop using a simple switch metaphor
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