9,611 research outputs found

    Correct ordering in the Zipf-Poisson ensemble

    Full text link
    We consider a Zipf--Poisson ensemble in which X_i\sim\poi(Ni^{-\alpha}) for α>1\alpha>1 and N>0N>0 and integers i1i\ge 1. As NN\to\infty the first n(N)n'(N) random variables have their proper order X1>X2>...>XnX_1>X_2>...>X_{n'} relative to each other, with probability tending to 1 for nn' up to (AN/log(N))1/(α+2)(AN/\log(N))^{1/(\alpha+2)} for an explicit constant A(α)3/4A(\alpha)\ge 3/4. The rate N1/(α+2)N^{1/(\alpha+2)} cannot be achieved. The ordering of the first n(N)n'(N) entities does not preclude Xm>XnX_m>X_{n'} for some interloping m>nm>n'. The first n"n" random variables are correctly ordered exclusive of any interlopers, with probability tending to 1 if n"(BN/log(N))1/(α+2)n"\le (BN/\log(N))^{1/(\alpha+2)} for B<AB<A. For a Zipf--Poisson model of the British National Corpus, which has a total word count of 100,000,000100{,}000{,}000, our result estimates that the 72 words with the highest counts are properly ordered

    Empirical stationary correlations for semi-supervised learning on graphs

    Full text link
    In semi-supervised learning on graphs, response variables observed at one node are used to estimate missing values at other nodes. The methods exploit correlations between nearby nodes in the graph. In this paper we prove that many such proposals are equivalent to kriging predictors based on a fixed covariance matrix driven by the link structure of the graph. We then propose a data-driven estimator of the correlation structure that exploits patterns among the observed response values. By incorporating even a small fraction of observed covariation into the predictions, we are able to obtain much improved prediction on two graph data sets.Comment: Published in at http://dx.doi.org/10.1214/09-AOAS293 the Annals of Applied Statistics (http://www.imstat.org/aoas/) by the Institute of Mathematical Statistics (http://www.imstat.org

    The role of follow-on contracts in government-sponsored research and development

    Get PDF
    Role of follow-on contracts in government sponsored research and developmen

    Combustion of hydrogen injected into a supersonic airstream (a guide to the HISS computer program)

    Get PDF
    A computer program based on a finite-difference, implicit numerical integration scheme is described for the prediction of hydrogen injected into a supersonic airstream at an angle ranging from normal to parallel to the airstream main flow direction. Results of calculations for flow and thermal property distributions were compared with 'cold flow data' taken by NASA/Langley and show excellent correlation. Typical results for equilibrium combustion are presented and exhibit qualitatively plausible behavior. Computer time required for a given case is approximately one minute on a CDC 7600. A discussion of the assumption of parabolic flow in the injection region is given which demonstrates that improvement in calculation in this region could be obtained by a partially-parabolic procedure which has been developed. It is concluded that the technique described provides an efficient and reliable means for analyzing hydrogen injection into supersonic airstreams and the subsequent combustion

    Perception of the Ames Distorted Room as a Function of Active vs. Passive Training

    Get PDF
    A thesis presented to the faculty of the School of Education Morehead at State University in partial fulfillment of the requirements for the Degree of Master of Arts in Psychology by Antoinette B. Dyer in March of 1984

    Alien Registration- Dyer, Loomis B. (Wade, Aroostook County)

    Get PDF
    https://digitalmaine.com/alien_docs/32505/thumbnail.jp
    corecore