21,190 research outputs found

    An Optimal Control Derivation of Nonlinear Smoothing Equations

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    The purpose of this paper is to review and highlight some connections between the problem of nonlinear smoothing and optimal control of the Liouville equation. The latter has been an active area of recent research interest owing to work in mean-field games and optimal transportation theory. The nonlinear smoothing problem is considered here for continuous-time Markov processes. The observation process is modeled as a nonlinear function of a hidden state with an additive Gaussian measurement noise. A variational formulation is described based upon the relative entropy formula introduced by Newton and Mitter. The resulting optimal control problem is formulated on the space of probability distributions. The Hamilton's equation of the optimal control are related to the Zakai equation of nonlinear smoothing via the log transformation. The overall procedure is shown to generalize the classical Mortensen's minimum energy estimator for the linear Gaussian problem.Comment: 7 pages, 0 figures, under peer reviewin

    Injective colorings of graphs with low average degree

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    Let \mad(G) denote the maximum average degree (over all subgraphs) of GG and let χi(G)\chi_i(G) denote the injective chromatic number of GG. We prove that if Δ≥4\Delta\geq 4 and \mad(G)<\frac{14}5, then χi(G)≤Δ+2\chi_i(G)\leq\Delta+2. When Δ=3\Delta=3, we show that \mad(G)<\frac{36}{13} implies χi(G)≤5\chi_i(G)\le 5. In contrast, we give a graph GG with Δ=3\Delta=3, \mad(G)=\frac{36}{13}, and χi(G)=6\chi_i(G)=6.Comment: 15 pages, 3 figure

    Injective colorings of sparse graphs

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    Let mad(G)mad(G) denote the maximum average degree (over all subgraphs) of GG and let χi(G)\chi_i(G) denote the injective chromatic number of GG. We prove that if mad(G)≤5/2mad(G) \leq 5/2, then χi(G)≤Δ(G)+1\chi_i(G)\leq\Delta(G) + 1; and if mad(G)<42/19mad(G) < 42/19, then χi(G)=Δ(G)\chi_i(G)=\Delta(G). Suppose that GG is a planar graph with girth g(G)g(G) and Δ(G)≥4\Delta(G)\geq 4. We prove that if g(G)≥9g(G)\geq 9, then χi(G)≤Δ(G)+1\chi_i(G)\leq\Delta(G)+1; similarly, if g(G)≥13g(G)\geq 13, then χi(G)=Δ(G)\chi_i(G)=\Delta(G).Comment: 10 page

    Hawking temperature from scattering off the charged 2D black hole

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    The charged 2D black hole is visualized as presenting an potential barrier VOUT(r∗)V^{OUT}(r^*) to on-coming tachyon wave. Since this takes the complicated form, an approximate form VAPP(r∗)V^{APP}(r^*) is used for scattering analysis. We calculate the reflection and transmission coefficients for scattering of tachyon off the charged 2D black hole. The Hawking temperature is also derived from the reflection coefficient by Bogoliubov transformation. In the limit of Q→0Q \to 0, we recover the Hawking temperature of the 2D dilaton black hole.Comment: 12 pages 3 figures, RevTeX, to obtain figures contact author ([email protected]
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