28,030 research outputs found

    Investigating Retrieval Method Selection with Axiomatic Features

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    We consider algorithm selection in the context of ad-hoc information retrieval. Given a query and a pair of retrieval methods, we propose a meta-learner that predicts how to combine the methods' relevance scores into an overall relevance score. Inspired by neural models' different properties with regard to IR axioms, these predictions are based on features that quantify axiom-related properties of the query and its top ranked documents. We conduct an evaluation on TREC Web Track data and find that the meta-learner often significantly improves over the individual methods. Finally, we conduct feature and query weight analyses to investigate the meta-learner's behavior

    The auxiliary region method: A hybrid method for coupling PDE- and Brownian-based dynamics for reaction-diffusion systems

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    Reaction-diffusion systems are used to represent many biological and physical phenomena. They model the random motion of particles (diffusion) and interactions between them (reactions). Such systems can be modelled at multiple scales with varying degrees of accuracy and computational efficiency. When representing genuinely multiscale phenomena, fine-scale models can be prohibitively expensive, whereas coarser models, although cheaper, often lack sufficient detail to accurately represent the phenomenon at hand. Spatial hybrid methods couple two or more of these representations in order to improve efficiency without compromising accuracy. In this paper, we present a novel spatial hybrid method, which we call the auxiliary region method (ARM), which couples PDE and Brownian-based representations of reaction-diffusion systems. Numerical PDE solutions on one side of an interface are coupled to Brownian-based dynamics on the other side using compartment-based "auxiliary regions". We demonstrate that the hybrid method is able to simulate reaction-diffusion dynamics for a number of different test problems with high accuracy. Further, we undertake error analysis on the ARM which demonstrates that it is robust to changes in the free parameters in the model, where previous coupling algorithms are not. In particular, we envisage that the method will be applicable for a wide range of spatial multi-scales problems including, filopodial dynamics, intracellular signalling, embryogenesis and travelling wave phenomena.Comment: 29 pages, 14 figures, 2 table

    Exploring the Relationship of Ethical Leadership with Job Satisfaction, Organizational Commitment, and Organizational Citizenship Behavior

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    The impact of ethics on recent leadership practices has assumed a prominent role in both practical and theoretical discussions of organizational leadership successes and failures. A leader\u27s ability to affect followers\u27 attitudes and behaviors is important in this pursuit because it can result in greater job performance (Tanner, Brugger, Van Schie, & Lebherz, 2010). Ethical leadership may provide an effective approach for fostering positive employee outlooks and actions. Employees respond positively to the ethical leader\u27s principled leadership, altruism, empowerment, and reward systems, suggesting that improved employee attitudes and work-related behaviors may follow (Brown & Trevino, 2006). Three established measures of attitudes and behaviors are employee job satisfaction, organizational commitment, and organizational citizenship behavior. The following research study examined the potential of ethical leadership to foster higher levels of these outcomes and found that employees led by highly ethical leaders reported greater job satisfaction and organizational commitment than did employees led by less ethical leaders. No significant difference was reported among employees regarding the impact of ethical leadership on their level of organizational citizenship behavior. These findings suggest both theoretical and practitioner level insights

    Sound insulation design of modular construction housing

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    This paper provides an insight into the acoustic issues of modular housing using the Verbus System of construction. The paper briefly summarises the history of the development of Verbus modular housing and the acoustic design considerations of the process. Results are presented from two sound insulation tests conducted during the course of the project. The results are discussed in terms of compliance with Approved Document E1 and increased performance standards such as EcoHomes2

    The generation of a Gaussian random process in a position parameter

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    Analog computer method for approximating stationary Gaussian random process depending only on position paramete

    The determination of the topological structure of skin friction lines on a rectangular wing-body combination

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    A short tutorial in the application of topological ideas to the intepretation of oil flow patterns is presented. Topological concepts such as critical points, phase portraits, topological stability, and indexing are discussed. These concepts are used in an ordered procedure to construct phase portraits of skin friction lines with oil flow patterns for a wing-body combination and two angles of attack. The relationship between the skin friction phase portrait and planar cuts of the velocity field is also discussed

    Interferograms, Schlieren, and Shadowgraphs Constructed from Real- and Ideal-Gas, Two- and Three-Dimensional Computed Flowfields

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    The construction of interferograms, schlieren, and shadowgraphs from computed flowfield solutions permits one-to-one comparisons of computed and experimental results. A method for constructing these images from both ideal- and real-gas, two- and three-dimensional computed flowfields is described. The computational grids can be structured or unstructured, and multiple grids are an option. Constructed images are shown for several types of computed flows including nozzle, wake, and reacting flows; comparisons to experimental images are also shown. In addition, the sensitivity of these images to errors in the flowfield solution is demonstrated, and the constructed images can be used to identify problem areas in the computations

    A simulation model of time-dependent plasma-spacecraft interactions

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    A plasma simulation code is presented that models the time-dependent plasma properties in the vicinity of a spherical, charged spacecraft. After showing agreement with analytic, steady-state theories and ATS-6 satellite data, the following three problems are treated: (1) transient pulses from photoemission at various emission temperatures and ambient plasma conditions, (2) spacecharge limited emission, and (3) simulated plasma oscillations in the long wavelength limit
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