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Performance analysis of hypothesis testing for sparse pairwise interaction point processes

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3 Author(s)
Gubner, J.A. ; Dept. of Electr. & Comput. Eng., Wisconsin Univ., Madison, WI, USA ; Wei-Bin Chang ; Hayat, M.M.

The sufficient statistic for performing the likelihood ratio test for pairwise interaction point processes is well-known; however, the evaluation of its performance is a very difficult problem. It is shown that the distribution of the sufficient statistic can be approximated by the distribution of a Poisson-driven shot-noise random variable, which can be readily computed

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Information Theory, IEEE Transactions on  (Volume:46 ,  Issue: 4 )