Convergence Analysis of Distributed Inference with Vector-Valued Gaussian Belief Propagation
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Soummya Kar | José M. F. Moura | Shaodan Ma | Yik-Chung Wu | Jian Du | S. Kar | Shaodan Ma | Yik-Chung Wu | Jian Du
[1] Dmitry M. Malioutov,et al. Walk-Sums and Belief Propagation in Gaussian Graphical Models , 2006, J. Mach. Learn. Res..
[2] Soummya Kar,et al. Consensus + innovations distributed inference over networks: cooperation and sensing in networked systems , 2013, IEEE Signal Processing Magazine.
[3] Jamie S. Evans,et al. Distributed Downlink Beamforming With Cooperative Base Stations , 2008, IEEE Transactions on Information Theory.
[4] Martin J. Wainwright,et al. Belief propagation for continuous state spaces: stochastic message-passing with quantitative guarantees , 2012, J. Mach. Learn. Res..
[5] Soummya Kar,et al. Distributed convergence verification for Gaussian belief propagation , 2017, 2017 51st Asilomar Conference on Signals, Systems, and Computers.
[6] Yik-Chung Wu,et al. Network-Wide Distributed Carrier Frequency Offsets Estimation and Compensation via Belief Propagation , 2013, IEEE Transactions on Signal Processing.
[7] Frédéric Lehmann,et al. Iterative Mitigation of Intercell Interference in Cellular Networks Based on Gaussian Belief Propagation , 2012, IEEE Transactions on Vehicular Technology.
[8] William T. Freeman,et al. Correctness of Belief Propagation in Gaussian Graphical Models of Arbitrary Topology , 1999, Neural Computation.
[9] Ojas D. Parekh,et al. On Factor Width and Symmetric H-matrices , 2005 .
[10] Hilbert J. Kappen,et al. Sufficient Conditions for Convergence of Loopy Belief Propagation , 2005, UAI.
[11] E. Zeidler. Nonlinear Functional Analysis and its Applications: IV: Applications to Mathematical Physics , 1997 .
[12] Russell Greiner,et al. Perturbed message passing for constraint satisfaction problems , 2015, J. Mach. Learn. Res..
[13] Yik-Chung Wu,et al. Distributed Clock Skew and Offset Estimation in Wireless Sensor Networks: Asynchronous Algorithm and Convergence Analysis , 2013, IEEE Transactions on Wireless Communications.
[14] William T. Freeman,et al. On the optimality of solutions of the max-product belief-propagation algorithm in arbitrary graphs , 2001, IEEE Trans. Inf. Theory.
[15] Wen Gao,et al. A practical algorithm for tanner graph based image interpolation , 2010, 2010 IEEE International Conference on Image Processing.
[16] Yik-Chung Wu,et al. On Convergence Conditions of Gaussian Belief Propagation , 2015, IEEE Transactions on Signal Processing.
[17] X. Jin. Factor graphs and the Sum-Product Algorithm , 2002 .
[18] Roger D. Nussbaum,et al. A limit set trichotomy for self-mappings of normal cones in banach spaces , 1993 .
[19] Soummya Kar. Large scale networked dynamical systems: Distributed inference , 2010 .
[20] Paul H. Siegel,et al. Gaussian belief propagation solver for systems of linear equations , 2008, 2008 IEEE International Symposium on Information Theory.
[21] James Demmel,et al. Applied Numerical Linear Algebra , 1997 .
[22] Brendan J. Frey. Local Probability Propagation for Factor Analysis , 1999, NIPS.
[23] John W. Fisher,et al. Loopy Belief Propagation: Convergence and Effects of Message Errors , 2005, J. Mach. Learn. Res..
[24] Hilbert J. Kappen,et al. Sufficient Conditions for Convergence of the Sum–Product Algorithm , 2005, IEEE Transactions on Information Theory.
[25] Benjamin Van Roy,et al. Convergence of Min-Sum Message Passing for Quadratic Optimization , 2006, IEEE Transactions on Information Theory.
[26] Michael I. Jordan,et al. Loopy Belief Propagation for Approximate Inference: An Empirical Study , 1999, UAI.
[27] Vicenç Gómez,et al. Truncating the Loop Series Expansion for Belief Propagation , 2006, J. Mach. Learn. Res..
[28] Yair Weiss,et al. Correctness of Local Probability Propagation in Graphical Models with Loops , 2000, Neural Computation.
[29] Tao Yang,et al. A Belief Propagation Based Power Distribution System State Estimator , 2011, IEEE Computational Intelligence Magazine.
[30] Soummya Kar,et al. Convergence analysis of belief propagation for pairwise linear Gaussian models , 2017, 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP).
[31] Yaming Wang,et al. Fast Distributed Rate Control Algorithm with QoS Support in Ad Hoc Networks , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.
[32] Michael Chertkov,et al. Loop series for discrete statistical models on graphs , 2006, ArXiv.
[33] P. G. Ciarlet,et al. Introduction to Numerical Linear Algebra and Optimisation , 1989 .
[34] H. Vincent Poor,et al. Distributed Linear Parameter Estimation: Asymptotically Efficient Adaptive Strategies , 2011, SIAM J. Control. Optim..
[35] Ali H. Sayed,et al. Diffusion LMS Strategies for Distributed Estimation , 2010, IEEE Transactions on Signal Processing.
[36] Dahlia Malkhi,et al. A unifying framework of rating users and data items in peer-to-peer and social networks , 2008, Peer Peer Netw. Appl..
[37] José M. F. Moura,et al. Signal Recovery on Graphs: Variation Minimization , 2014, IEEE Transactions on Signal Processing.
[38] Kevin P. Murphy,et al. Machine learning - a probabilistic perspective , 2012, Adaptive computation and machine learning series.
[39] Pierre-Louis Giscard,et al. Exact Inference on Gaussian Graphical Models of Arbitrary Topology using Path-Sums , 2014, J. Mach. Learn. Res..
[40] S. J. Thwaite,et al. Walk-Sums, Continued Fractions and Unique Factorisation on Digraphs , 2012 .
[41] I. Chueshov. Monotone Random Systems Theory and Applications , 2002 .
[42] Jian Li,et al. Computationally efficient sparse bayesian learning via belief propagation , 2009 .
[43] Stanley Osher,et al. Optimal Data Collection for Improved Rankings Expose Well-Connected Graphs , 2012, ArXiv.
[44] Pierre-Louis Giscard,et al. Evaluating Matrix Functions by Resummations on Graphs: The Method of Path-Sums , 2011, SIAM J. Matrix Anal. Appl..