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Volumn 62, Issue 19, 2014, Pages 5119-5131

Convergence analysis of the variance in Gaussian belief propagation

Author keywords

Convergence; factor graph; Gaussian belief propagation; graphical model; loopy belief propagation; message passing; sum product algorithm

Indexed keywords


EID: 84906819119     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2014.2345635     Document Type: Article
Times cited : (35)

References (34)
  • 1
  • 2
    • 85032780651 scopus 로고    scopus 로고
    • An introduction to factor graphs
    • Jan.
    • H. A. Loeliger, "An introduction to factor graphs," IEEE Signal Process. Mag., vol. 21, no. 1, pp. 28-41, Jan. 2004.
    • (2004) IEEE Signal Process. Mag. , vol.21 , Issue.1 , pp. 28-41
    • Loeliger, H.A.1
  • 3
    • 38849110321 scopus 로고    scopus 로고
    • The factor graph approach to model-based signal processing
    • Jun.
    • H. A. Loeliger, J. Dauwels, H. Junli, S. Korl, P. Li, and F. R. Kschischang, "The factor graph approach to model-based signal processing," Proc. IEEE, vol. 95, no. 6, pp. 1295-1322, Jun, 2007.
    • (2007) Proc. IEEE , vol.95 , Issue.6 , pp. 1295-1322
    • Loeliger, H.A.1    Dauwels, J.2    Junli, H.3    Korl, S.4    Li, P.5    Kschischang, F.R.6
  • 6
    • 0011952756 scopus 로고    scopus 로고
    • Correctness of belief propagation in gaussian graphical models of arbitrary topology
    • DOI 10.1162/089976601750541769
    • Y. Weiss and W. T. Freeman, "Correctness of belief propagation in Gaussian graphical models of arbitrary topology," Neural Comput., vol. 13, pp. 2173-2200, 2001. (Pubitemid 33676880)
    • (2001) Neural Computation , vol.13 , Issue.10 , pp. 2173-2200
    • Weiss, Y.1    Freeman, W.T.2
  • 7
    • 84863969105 scopus 로고    scopus 로고
    • Feedback message passing for inference in gaussian graphical models
    • Aug.
    • Y. Liu, V. Chandrasekaran, A. Anandkumar, and A. S. Willsky, "Feedback message passing for inference in Gaussian graphical models," IEEE Trans. Signal Process., vol. 60, no. 8, pp. 4135-4150, Aug. 2012.
    • (2012) IEEE Trans. Signal Process. , vol.60 , Issue.8 , pp. 4135-4150
    • Liu, Y.1    Chandrasekaran, V.2    Anandkumar, A.3    Willsky, A.S.4
  • 9
    • 79960422210 scopus 로고    scopus 로고
    • EM-based joint channel estimation and detection for frequency selective channels using gaussianmessage passing
    • Aug.
    • Q. Guo and D. Huang, "EM-based joint channel estimation and detection for frequency selective channels using Gaussianmessage passing," IEEE Trans. Signal Process., vol. 59, no. 8, pp. 4030-4035, Aug. 2011.
    • (2011) IEEE Trans. Signal Process. , vol.59 , Issue.8 , pp. 4030-4035
    • Guo, Q.1    Huang, D.2
  • 10
    • 38849090643 scopus 로고    scopus 로고
    • LMMSE turbo equalization based on factor graphs
    • DOI 10.1109/JSAC.2008.080208
    • Q. Guo and P. Li, "LMMSE turbo equalization based on factor graphs," IEEE J. Sel. Areas Commun., vol. 26, no. 2, pp. 311-319, Feb. 2008. (Pubitemid 351207498)
    • (2008) IEEE Journal on Selected Areas in Communications , vol.26 , Issue.2 , pp. 311-319
    • Guo, Q.1    Ping, L.2
  • 11
    • 84856398992 scopus 로고    scopus 로고
    • Efficient implementation of gaussian belief propagation solver for large sparse diagonally dominant linear systems
    • Feb.
    • Y. El-Kurdi, W. J. Gross, and D. Giannacopoulos, "Efficient implementation of Gaussian belief propagation solver for large sparse diagonally dominant linear systems," IEEE Trans. Magn., vol. 48, no. 2, pp. 471-474, Feb. 2012.
    • (2012) IEEE Trans. Magn. , vol.48 , Issue.2 , pp. 471-474
    • El-Kurdi, Y.1    Gross, W.J.2    Giannacopoulos, D.3
  • 13
    • 77949365105 scopus 로고    scopus 로고
    • Computationally efficient sparse bayesian learning via belief propagation
    • Apr.
    • X. Tan and J. Li, "Computationally efficient sparse Bayesian learning via belief propagation," IEEE Trans. Signal Process., vol. 58, no. 4, pp. 2010-2021, Apr. 2010.
    • (2010) IEEE Trans. Signal Process. , vol.58 , Issue.4 , pp. 2010-2021
    • Tan, X.1    Li, J.2
  • 14
    • 53149100615 scopus 로고    scopus 로고
    • Estimation in gaussian graphical models using tractable subgraphs: A walk-sum analysis
    • May
    • V. Chandrasekaran, J. K. Johnson, and A. S. Willsky, "Estimation in Gaussian graphical models using tractable subgraphs: A walk-sum analysis," IEEE Trans. Signal Process., vol. 56, no. 5, pp. 1916-1930, May 2008.
    • (2008) IEEE Trans. Signal Process. , vol.56 , Issue.5 , pp. 1916-1930
    • Chandrasekaran, V.1    Johnson, J.K.2    Willsky, A.S.3
  • 15
    • 57349122354 scopus 로고    scopus 로고
    • Distributed downlink beamforming with cooperative base stations
    • Dec.
    • N. B. Loong, J. S. Evans, S. V. Hanly, and D. Aktas, "Distributed downlink beamforming with cooperative base stations," IEEE Trans. Inf. Theory, vol. 54, no. 12, pp. 5491-5499, Dec. 2008.
    • (2008) IEEE Trans. Inf. Theory , vol.54 , Issue.12 , pp. 5491-5499
    • Loong, N.B.1    Evans, J.S.2    Hanly, S.V.3    Aktas, D.4
  • 16
    • 84863893906 scopus 로고    scopus 로고
    • Iterative mitigation of intercell interference in cellular networks based on gaussian belief propagation
    • Jul.
    • F. Lehmann, "Iterative mitigation of intercell interference in cellular networks based on Gaussian belief propagation," IEEE Trans. Veh. Technol., vol. 61, no. 6, pp. 2544-2558, Jul. 2012.
    • (2012) IEEE Trans. Veh. Technol. , vol.61 , Issue.6 , pp. 2544-2558
    • Lehmann, F.1
  • 17
    • 80054089428 scopus 로고    scopus 로고
    • Distributed clock synchronization for wireless sensor networks using belief propagation
    • Nov.
    • M. Leng and Y. C. Wu, "Distributed clock synchronization for wireless sensor networks using belief propagation," IEEE Trans. Signal Process., vol. 59, no. 11, pp. 5404-5414, Nov. 2011.
    • (2011) IEEE Trans. Signal Process. , vol.59 , Issue.11 , pp. 5404-5414
    • Leng, M.1    Wu, Y.C.2
  • 18
    • 84862586982 scopus 로고    scopus 로고
    • A factor graph approach to clock offset estimation in wireless sensor networks
    • Jul.
    • A. Ahmad, D. Zennaro, E. Serpedin, and L. Vangelista, "A factor graph approach to clock offset estimation in wireless sensor networks," IEEE Trans. Inf. Theory, vol. 58, no. 7, pp. 4244-4260, Jul. 2012.
    • (2012) IEEE Trans. Inf. Theory , vol.58 , Issue.7 , pp. 4244-4260
    • Ahmad, A.1    Zennaro, D.2    Serpedin, E.3    Vangelista, L.4
  • 20
    • 84901750399 scopus 로고    scopus 로고
    • Distributed algorithms for energy-efficient even self-deployment in mobile sensor networks
    • May
    • Y. Song, B. Wang, Z. Shi, K. Pattipati, and S. Gupta, "Distributed algorithms for energy-efficient even self-deployment in mobile sensor networks," IEEE Trans. Mobile Comput., vol. 13, no. 5, pp. 1-14, May 2013.
    • (2013) IEEE Trans. Mobile Comput. , vol.13 , Issue.5 , pp. 1-14
    • Song, Y.1    Wang, B.2    Shi, Z.3    Pattipati, K.4    Gupta, S.5
  • 23
    • 85032752036 scopus 로고    scopus 로고
    • Variational bayesian inference techniques
    • Nov.
    • M. W. Seeger and D. P. Wipf, "Variational Bayesian inference techniques," IEEE Signal Process. Mag., vol. 27, no. 6, pp. 81-91, Nov. 2010.
    • (2010) IEEE Signal Process. Mag. , vol.27 , Issue.6 , pp. 81-91
    • Seeger, M.W.1    Wipf, D.P.2
  • 25
    • 65749093435 scopus 로고    scopus 로고
    • Convergence of min-sum message passing for quadratic optimization
    • May
    • C. C. Moallemi and B. Van Roy, "Convergence of min-sum message passing for quadratic optimization," IEEE Trans. Inf. Theory, vol. 55, no. 5, pp. 2413-2423, May 2009.
    • (2009) IEEE Trans. Inf. Theory , vol.55 , Issue.5 , pp. 2413-2423
    • Moallemi, C.C.1    Van Roy, B.2
  • 29
    • 77950204946 scopus 로고    scopus 로고
    • Convergence of min-sum message passing for convex optimization
    • Apr.
    • C. C. Moallemi and B. Van Roy, "Convergence of min-sum message passing for convex optimization," IEEE Trans. Inf. Theory, vol. 56, no. 4, pp. 2041-2050, Apr. 2010.
    • (2010) IEEE Trans. Inf. Theory , vol.56 , Issue.4 , pp. 2041-2050
    • Moallemi, C.C.1    Van Roy, B.2
  • 30
    • 0030106462 scopus 로고    scopus 로고
    • Semidefinite programming
    • L. Vandenberghe and S. Boyd, "Semidefinite programming," SIAM Rev., vol. 38, no. 1, pp. 49-95, Mar. 1996. (Pubitemid 126610912)
    • (1996) SIAM Review , vol.38 , Issue.1 , pp. 49-95
    • Vandenberghe, L.1    Boyd, S.2
  • 32
    • 0033296299 scopus 로고    scopus 로고
    • Using SeDumi 1.02, a MATLAB toolbox for optimization over symmetric cones
    • J. F. Sturm, "Using SeDumi 1.02, a MATLAB toolbox for optimization over symmetric cones," Optim. Methods Software, no. 11-22, pp. 625-653, 1999.
    • (1999) Optim. Methods Software , Issue.11-22 , pp. 625-653
    • Sturm, J.F.1
  • 33
    • 80051762104 scopus 로고    scopus 로고
    • Distributed optimization and statistical learning via the alternating method of multipliers
    • S. Boyd, N. Parikh, E. Chu, B. Peleato, and J. Eckstein, "Distributed optimization and statistical learning via the alternating method of multipliers," Found. Trends Mach. Learn., vol. 3, no. 1, pp. 1-122, 2011.
    • (2011) Found. Trends Mach. Learn. , vol.3 , Issue.1 , pp. 1-122
    • Boyd, S.1    Parikh, N.2    Chu, E.3    Peleato, B.4    Eckstein, J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.