3,415 research outputs found

    Exact Computation of Influence Spread by Binary Decision Diagrams

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    Evaluating influence spread in social networks is a fundamental procedure to estimate the word-of-mouth effect in viral marketing. There are enormous studies about this topic; however, under the standard stochastic cascade models, the exact computation of influence spread is known to be #P-hard. Thus, the existing studies have used Monte-Carlo simulation-based approximations to avoid exact computation. We propose the first algorithm to compute influence spread exactly under the independent cascade model. The algorithm first constructs binary decision diagrams (BDDs) for all possible realizations of influence spread, then computes influence spread by dynamic programming on the constructed BDDs. To construct the BDDs efficiently, we designed a new frontier-based search-type procedure. The constructed BDDs can also be used to solve other influence-spread related problems, such as random sampling without rejection, conditional influence spread evaluation, dynamic probability update, and gradient computation for probability optimization problems. We conducted computational experiments to evaluate the proposed algorithm. The algorithm successfully computed influence spread on real-world networks with a hundred edges in a reasonable time, which is quite impossible by the naive algorithm. We also conducted an experiment to evaluate the accuracy of the Monte-Carlo simulation-based approximation by comparing exact influence spread obtained by the proposed algorithm.Comment: WWW'1

    Charge pumping in magnetic tunnel junctions: Scattering theory

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    We study theoretically the charge transport pumped by magnetization dynamics through epitaxial FIF and FNIF magnetic tunnel junctions (F: Ferromagnet, I: Insulator, N: Normal metal). We predict a small but measurable DC pumping voltage under ferromagnetic resonance conditions for collinear magnetization configurations, which may change sign as function of barrier parameters. A much larger AC pumping voltage is expected when the magnetizations are at right angles. Quantum size effects are predicted for an FNIF structure as a function of the normal layer thickness.Comment: 4 pages, 3 figures. to be published on Physical Review B Rapid Communicatio

    Smearing Effect in Plane-Wave Matrix Model

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    Motivated by the usual D2-D0 system, we consider a configuration composed of flat membrane and fuzzy sphere membrane in plane-wave matrix model, and investigate the interaction between them. The configuration is shown to lead to a non-trivial interaction potential, which indicates that the fuzzy sphere membrane really behaves like a graviton, giant graviton. Interestingly, the interaction is of r^{-3} type rather than r^{-5} type. We interpret it as the interaction incorporating the smearing effect due to the fact that the considered supersymmetric flat membrane should span and spin in four dimensional subspace of plane-wave geometry.Comment: 26 pages; added referenc

    Extracting Multidimensional Phase Space Topology from Periodic Orbits

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    We establish a hierarchical ordering of periodic orbits in a strongly coupled multidimensional Hamiltonian system. Phase space structures can be reconstructed quantitatively from the knowledge of periodic orbits alone. We illustrate our findings for the hydrogen atom in crossed electric and magnetic fields.Comment: 4 pages, 5 figures, accepted for publication in Phys. Rev. Let

    SuzakuSuzaku X-ray study of the double radio relic galaxy cluster CIZA J2242.8+5301

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    Content: We present the results from SuzakuSuzaku observations of the merging cluster of galaxies CIZA J2242.8+5301 at zz=0.192. Aims. To study the physics of gas heating and particle acceleration in cluster mergers, we investigated the X-ray emission from CIZA J2242.8+5301, which hosts two giant radio relics in the northern/southern part of the cluster. Methods. We analyzed data from three-pointed Suzaku observations of CIZA J2242.8+5301 to derive the temperature distribution in four different directions. Results: The Intra-Cluster Medium (ICM) temperature shows a remarkable drop from 8.5−0.6+0.8_{-0.6}^{+0.8} keV to 2.7−0.4+0.7_{-0.4}^{+0.7} keV across the northern radio relic. The temperature drop is consistent with a Mach number Mn=2.7−0.4+0.7{\cal M}_n=2.7^{+0.7}_{-0.4} and a shock velocity vshock:n=2300−400+700 km s−1v_{shock:n}=2300_{-400}^{+700}\rm\,km\,s^{-1}. We also confirm the temperature drop across the southern radio relic. However, the ICM temperature beyond this relic is much higher than beyond the northern one, which gives a Mach number Ms=1.7−0.3+0.4{\cal M}_s=1.7^{+0.4}_{-0.3} and shock velocity vshock:s=2040−410+550 km s−1v_{shock:s}=2040_{-410}^{+550}\rm \,km\,s^{-1}. These results agree with other systems showing a relationship between the radio relics and shock fronts which are induced by merging activity. We compare the X-ray derived Mach numbers with the radio derived Mach numbers from the radio spectral index under the assumption of diffusive shock acceleration in the linear test particle regime. For the northern radio relic, the Mach numbers derived from X-ray and radio observations agree with each other. Based on the shock velocities, we estimate that CIZA J2242.8+5301 is observed approximately 0.6 Gyr after core passage. The magnetic field pressure at the northern relic is estimated to be 9% of the thermal pressure.Comment: 12 pages, 10 figures, A&A accepte

    Response to Letter to the Editor from Dalan: "Vitamin D Supplementation for Prevention of Type 2 Diabetes Mellitus: To D or Not to D?"

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    We thank Rinkoo Dalan for the comments on our paper (1, 2). We agree that although the reduction in diabetes risk with vitamin D supplementation among people at high risk for diabetes appears to be moderate (~ 12% relative risk reduction compared to placebo) (3), certain individuals may derive a higher (or lower) benefit based on certain characteristics. For example, in the simplest demonstration of such heterogeneity, vitamin D supplementation reduced diabetes risk by 62% among participants in the Vitamin D and Type 2 Diabetes (D2d) study who had a baseline serum 25-hydroxyvitamin D (25[OH]D) level of less than 12 ng/mL (30 mmol/L) (2). Consistent with the focus of the scientific community on precision nutrition, we agree that we need to better understand responsiveness to vitamin D supplementation for specific outcomes of interest. The vitamin D response index is an interesting concept that reflects activation of the vitamin D receptor, and it is determined on the basis of measuring vitamin D–triggered changes in the expression of 24 target genes in peripheral blood mononuclear cells and 12 clinical and biochemical parameters (4). There are at least 2 limitations: 1) Although such an index may reflect vitamin D–induced changes in specific response parameters, these changes may not necessarily translate to clinically meaningful outcomes, such as lowering diabetes risk. 2) Low-, mid-, and high-responders are determined with statistical means within a specific cohort but that can be calculated only retrospectively; specific cutoffs to define degree of response need to be established for use in real time in research or in the clinical setting. The author also suggests that daily, steady exposure to vitamin D is preferred over intermittent exposure for optimal benefit, and we agree. In a secondary analysis from the D2d study, we reported that participants who received the active intervention (100 mcg [4000 units] of vitamin D3 daily) and maintained high 25(OH)D levels that were stable throughout the trial period had the lowest risk of diabetes, whereas participants in the placebo group who maintained similar overall 25(OH)D levels that fluctuated during follow-up did not derive significant benefit (5)
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