Introduction to Time Dependency
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Time Dependency sentence examples within Term Time Dependency
In order to handle the regression problems with long-term time dependency, long-short term mechanism is introduced into fuzzy neural networks, which can effectively improve the memory ability of long-term knowledge.
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However, RNN have the problem of long-term time dependency, which means this model may not run well in long-term prediction.
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Time Dependency sentence examples within Logarithmic Time Dependency
However, when comes to the anomalous diffusion characterized by two or more scaling exponents in the mean squared displacement (MSD), or even by logarithmic time dependency of the MSD, distributed-order diffusion equations are shown to be more useful than the general single or multi-term fractional diffusion equations.
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Its advantage is that it allows one to estimate thermal conductivity directly from the slope of the logarithmic time dependency of inverse unit-heat-transfer rate value without making an estimation of volumetric heat capacity.
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Time Dependency sentence examples within Show Time Dependency
At sufficiently low b-values, the acquisition becomes sensitive to axonal microdispersion and the intra-axonal parallel diffusivity shows time dependency at both in vivo and ex vivo intrinsic diffusivities.
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Time Dependency sentence examples within time dependency may
Time Dependency sentence examples within time dependency must
To further improve the representation of signaling pathways, time dependency must be considered to improve the representation of cell signaling at any given time.
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To further improve the representation of signaling pathways, time dependency must be considered to improve the representation of cell signaling at any given time.
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Besides, considering the time dependency of the beam, we investigate the average SNR (ASNR) and the corresponding CRLB to verify the proposed method.
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, its time dependency and consequences) is rarely investigated.
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Our aim was to characterize early time dependency in re-fracture rates up to 10 years after a first fracture in a population-based cohort.
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Early reperfusion after endovascular thrombectomy is associated with an improved outcome in ischemic stroke patients; however, the time dependency in elderly patients remains unclear.
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Background: Endovascular treatment of large vessel occlusion in acute ischemic stroke patients is difficult to establish in remote areas, and time dependency of treatment effect increases the urge to develop health care concepts for this population.
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Although the end-to-end learning framework has been applied to various communication systems, existing designs largely rely on memoryless autoencoders (AEs) and overlook the time dependency.
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However, these tools have limitations when applied to data without time dependency.
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In the real world, data have a time dependency that also affects the cost-efficiency calculation.
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This new entry rating system was implemented at three different mines over varying periods of time to evaluate the ground response to the geology, bolt installation pattern, stress changes by mining, overburden, and time dependency.
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Time dependency of mass flow has been determined, which knowledge will make it possible to control the change of flow area of the entire well and, if necessary, to prevent and remove formation of natural gas hydrates.
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This dissemination model observes storage and processing communication demands and time dependency to assist roadside communication.
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The time dependency of particle morphology was observed using various reaction conditions.
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In this paper, we consider some experimental and analytical expositions of the time dependency of Hurst exponent.
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A multi-arm salicylaldehyde benzoylhydrazone-based aggregation-induced emission luminogen (AIEgen)/metal ion system was developed of which the fluorescence can be gated by the UV irradiation with time dependency.
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PRIME also introduces time dependency constraints to model evolving drug-disease relations using a probabilistic deep learning model that can quantify model uncertainty.
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To further improve the representation of signaling pathways, time dependency must be considered to improve the representation of cell signaling at any given time.
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05) with time dependency after LPS induction compared with the control group.
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For example, we use a hybrid neural network, consisting long short-term memory layers in the DRL agent’s structure, to capture impending-failure’s time dependency.
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At sufficiently low b-values, the acquisition becomes sensitive to axonal microdispersion and the intra-axonal parallel diffusivity shows time dependency at both in vivo and ex vivo intrinsic diffusivities.
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Our results showed that LXA4, AT-LXA4, and MR-39 exhibit a protective and pro-resolving potential in LPS-stimulated microglia, even if marked differences were apparent regarding the time dependency and efficacy of inhibiting particular biomarkers.
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Considering the inherent multiscale characteristics and time dependency about industrial process monitoring data, a novel fault diagnosis method based on multiscale temporal convolutional network (MS-TCN) was proposed in this paper.
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Results show a clear time dependency of PTE on the RS, with maximum values occurring in the 1970s.
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Based on the proposed model, the time dependency of the TDRPP is better described to capture its dynamic process, compared to the existing methods using a piecewise constant function with limited intervals.
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So, no predefined time dependency is assumed as in classical 1D linear stability analysis of the literature, see Zhou et al.
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The proposed method has three essential characteristics: (i) it captures the time dependency of environmental factors and improves the inherent computational time; (ii) it is capable of generalizing the yield prediction under uncertain conditions without loss of prediction accuracy; (iii) combined with the back propagation and feed forward method it can reveal the extent to which samples of weather conditions and soil data conditions are suitable to provide a clear boundary between rubber yield variations.
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Changes with respect to previous
data versions include a new radiometric calibration considering the
time dependency of the detector nonlinearity and a more robust frequency
calibration scheme.
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Bmal1 ablation sensitized mice to Semen Strychni-induced toxicity (with increased levels of plasma creatinine and CK-BB) and abolished the time dependency of toxicity.
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Time dependency may be due to the changes in certain and uncertain parameters and the mission of the passive systems.
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1 Understanding your HTS assay is further highlighted by high-demand publications describing plate edge effects,2 the relationship between % inhibition and IC50, 3 the time dependency of IC50, 4 and the effects of covalent and irreversible molecules on IC50 kinetics.
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Moreover, those analytical techniques demonstrated to be significantly influenced by pre-analytical biases, while the sensitivity showed a dramatic time dependency.
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A recent observation showed a square root time dependency of the ingress depth of a fixed (reference) chloride concentration of 0.
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Convolutional neural network (CNN) as one of the best deep learning methods has recently attracted much attention to the problem of activity recognition, where 1D kernels capture local dependency over time in a series of observations measured at inertial sensors (3-axis accelerometers and gyroscopes) while in 2D kernels apart from time dependency, dependency between signals from different axes of same sensor and also over different sensors will be considered.
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The boundary curve identification has been carried out on the basis of preliminary tensile tests of the carbon fiber sheafs, where, by overlapping the force versus time dependency by the acoustic emission activity versus time dependency, it was possible to identify the boundary which will separate the signals originating from the fiber break from unwanted secondary sources.
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It is worth mentioning that the combination of attention mechanism and LSTM can effectively solve the problem of insufficient time dependency in MTS prediction.
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The formulated strength envelopes with hydration time dependency are an improvement on existing models for CPB strength (typically based on Mohr-Coulomb with time-dependent parameters) and can be conveniently incorporated into numerical analysis codes.
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Time dependency and time kinetics have not yet been investigated.
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This differential operator will be solved with Ordinary Differential Equation (ODE) solvers to administer the time dependency.
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Then the 3D CNN is used to capture the spatial correlations among SST field data composed of multiple observation points in a selected sea area, followed by the LSTM model to extract the time dependency features of the SST field time series data, and the attention mechanism is added to weight the output of each step of LSTM model to adjust the prediction results and improve the prediction accuracy of the approach.
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However, the computational cost of simulations and complex dynamics with time dependency limit the size and functionality of LSMs.
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The features of the ML model (Random Forest was used here) are designed such that they take into consideration the temporal evolution of the state solutions and thereby avoid simulator access for the time dependency of the solutions.
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Background/Aim: Positional uncertainty in spinal stereotactic body radiotherapy (SBRT) may cause fatal error, therefore, we investigated the intra-fractional spinal motion during SBRT and its time dependency.
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wall-slip, thixotropy, shear rate and time dependency that influence the grout propagation especially at low shear rates are not considered when the Bingham model is used.
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Because of the highly nonlinear nature of governing equations at the large regime of deformations including time dependency, a nonlinear finite element formulation in the total Lagrangian framework is developed.
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We assessed testicular alterations in rats submitted to surgical cryptorchidism and examined their potential for reversibility at different time points in order to verify time dependency effect(s) on the recovery of the undescended testes.
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When accounting for the time dependency of particle entrainment into the recirculating water loop, laser diffraction did not detect statistically significant increase in particle size during wetting.
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The empirical measurements confirm the significance of time dependency and value depreciation in AI-based businesses.
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Due to the long-time dependency hidden in the multimodal unaligned sequence and time alignment information is not provided, exploring the time-dependent interactions within unaligned sequences is more challenging.
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Studies on this time dependency are limited, largely because the diffusion time cannot vary over a board range in a conventional spin-echo echo-planar imaging sequence due to the accompanying T2 decays.
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However, when comes to the anomalous diffusion characterized by two or more scaling exponents in the mean squared displacement (MSD), or even by logarithmic time dependency of the MSD, distributed-order diffusion equations are shown to be more useful than the general single or multi-term fractional diffusion equations.
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The proposed framework's core idea is to transform the data such that: a) the machine learning model can effectively utilize the time dependency of measurements; and b) the measurements are transformed into a lower dimensional space to reduce complexity while maintaining accuracy.
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Furthermore, viscous interstitial liquid shows time dependency behaviour.
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The EdgeLSTM leverages the grid long short-term memory (Grid LSTM) to provide an agile solution for both deep and sequential computation, therefore can address important features such as large-scale, variety, time dependency and real time in IoT data.
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In this paper a wide and deep analysis of the complex radiating mechanism of frequency diverse arrays (FDAs) is provided, by highlighting the strict relationship between the angle, range and time dependency of the corresponding radiation performance.
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A major challenge for converting Δα RFs into their CO2-equivalent effects in a manner consistent
with current IPCC emission metric approaches stems from the lack of a universal time dependency following the perturbation (perturbation
“lifetime”).
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SSMs have proven to be useful for modelling biological and medical processes, as they can represent both time dependency and stochastic processes.
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Multiple passes were performed to evaluate the time dependency and hole deterioration effect.
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However, current commonly used time series models that estimate the time dependency in astronomical light curves consider the information of each band separately (e.
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OS was investigated with a Cox regression model adjusted for time dependency.
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This database is potentially useful in models which should consider most of the physical agents, time dependency, and mass-loss rates.
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TATD is designed to exploit time dependency and time-varying sparsity of real-world temporal tensors.
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The time dependency may be explained by a two-step process: (1) fast trans-cis-isomerization resulting in photo-orientation and (2) slow photo-induced mass flow.
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Objectives: We evaluated special education as an indicator of childhood disability and used that indicator to estimate lifetime dependency and life expectancy.
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XGBoost is also capable of capturing the time dependency of features efficiently.
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