-
2
-
-
0000913755
-
Spatial interaction and the statistical analysis of lattice systems
-
Besag, J. (1974). Spatial interaction and the statistical analysis of lattice systems. Journal of the Royal Statistical Society Series B, 36, 192-236.
-
(1974)
Journal of the Royal Statistical Society Series B
, vol.36
, pp. 192-236
-
-
Besag, J.1
-
3
-
-
33748993023
-
Statistical physics, convex optimization and the sum product algorithm
-
Stanford University
-
Chiang, M., & Forney, G. (2001). Statistical physics, convex optimization and the sum product algorithm. Tech. rep., Stanford University.
-
(2001)
Tech. Rep.
-
-
Chiang, M.1
Forney, G.2
-
5
-
-
21444439046
-
Iterative join-graph propagation
-
Darwiche, A., & Friedman, N. (Eds.)
-
Dechter, R., Kask, K., & Mateescu, R. (2002). Iterative join-graph propagation. In Darwiche, A., & Friedman, N. (Eds.), Proceedings UAI-2002, pp. 128-136.
-
(2002)
Proceedings UAI-2002
, pp. 128-136
-
-
Dechter, R.1
Kask, K.2
Mateescu, R.3
-
6
-
-
0002629270
-
Maximum likelihood from incomplete data via the em algorithm
-
Dempster, A., Laird, N., & Rubin, D. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society B, 39, 1-38.
-
(1977)
Journal of the Royal Statistical Society B
, vol.39
, pp. 1-38
-
-
Dempster, A.1
Laird, N.2
Rubin, D.3
-
8
-
-
85012812907
-
A tractable inference algorithm for diagnosing multiple diseases
-
Kanal, L., Henrion, M., Shachter, R., & Lemmer, J. (Eds.), Amsterdam. Elsevier
-
Heckerman, D. (1989). A tractable inference algorithm for diagnosing multiple diseases. In Kanal, L., Henrion, M., Shachter, R., & Lemmer, J. (Eds.), Proceedings of the Fifth Workshop on Uncertainty in Artificial Intelligence, pp. 163-171, Amsterdam. Elsevier.
-
(1989)
Proceedings of the Fifth Workshop on Uncertainty in Artificial Intelligence
, pp. 163-171
-
-
Heckerman, D.1
-
9
-
-
84898959007
-
Stable fixed points of loopy belief propagation are minima of the Bethe free energy
-
Becker, S., Thrun, S., & Obermayer, K. (Eds.), Cambridge. MIT Press
-
Heskes, T. (2003). Stable fixed points of loopy belief propagation are minima of the Bethe free energy. In Becker, S., Thrun, S., & Obermayer, K. (Eds.), Advances in Neural Information Processing Systems 15, pp. 359-366, Cambridge. MIT Press.
-
(2003)
Advances in Neural Information Processing Systems
, vol.15
, pp. 359-366
-
-
Heskes, T.1
-
10
-
-
6344281239
-
On the uniqueness of loopy belief propagation fixed points
-
Heskes, T. (2004). On the uniqueness of loopy belief propagation fixed points. Neural Computation, 16, 2379-2413.
-
(2004)
Neural Computation
, vol.16
, pp. 2379-2413
-
-
Heskes, T.1
-
11
-
-
6344271885
-
Approximate inference and constrained optimization
-
San Francisco, CA. Morgan Kaufmann Publishers
-
Heskes, T., Albers, K., & Kappen, B. (2003). Approximate inference and constrained optimization. In Uncertainty in Artificial Intelligence: Proceedings of the Nineteenth Conference (UAI-2003), pp. 313-320, San Francisco, CA. Morgan Kaufmann Publishers.
-
(2003)
Uncertainty in Artificial Intelligence: Proceedings of the Nineteenth Conference (UAI-2003)
, pp. 313-320
-
-
Heskes, T.1
Albers, K.2
Kappen, B.3
-
12
-
-
84899007304
-
Approximate expectation maximization
-
Thrun, S., Saul, L., & Schölkopf, B. (Eds.), Cambridge. MIT Press
-
Heskes, T., Zoeter, O., & Wiegerinck, W. (2004). Approximate Expectation Maximization. In Thrun, S., Saul, L., & Schölkopf, B. (Eds.), Advances in Neural Information Processing Systems 16, pp. 353-360, Cambridge. MIT Press.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
, pp. 353-360
-
-
Heskes, T.1
Zoeter, O.2
Wiegerinck, W.3
-
13
-
-
21844467514
-
Loopy belief propagation: Convergence and effects of message errors
-
Ihler, A., Fisher, J., & Willsky, A. (2005). Loopy belief propagation: Convergence and effects of message errors. Journal of Machine Learning Research, 6, 905-936.
-
(2005)
Journal of Machine Learning Research
, vol.6
, pp. 905-936
-
-
Ihler, A.1
Fisher, J.2
Willsky, A.3
-
15
-
-
0003641246
-
On the effective implementation of the iterative proportional fitting procedure
-
Jiroušek, R., & Přeučil, S. (1995). On the effective implementation of the iterative proportional fitting procedure. Computational Statistics and Data Analysis, 19, 177-189.
-
(1995)
Computational Statistics and Data Analysis
, vol.19
, pp. 177-189
-
-
Jiroušek, R.1
Přeučil, S.2
-
16
-
-
0033225865
-
An introduction to variational methods for graphical models
-
Jordan, M. (Ed.). Kluwer Academic Publishers, Dordrecht
-
Jordan, M., Ghahramani, Z., Jaakkola, T., fe Saul, L. (1998). An introduction to variational methods for graphical models. In Jordan, M. (Ed.), Learning in Graphical Models, pp. 183-233. Kluwer Academic Publishers, Dordrecht.
-
(1998)
Learning in Graphical Models
, pp. 183-233
-
-
Jordan, M.1
Ghahramani, Z.2
Jaakkola, T.3
Saul, L.4
-
17
-
-
36149021742
-
The theory of cooperative phenomena
-
Kikuchi, R. (1951). The theory of cooperative phenomena. Physical Review, 81, 988-1003.
-
(1951)
Physical Review
, vol.81
, pp. 988-1003
-
-
Kikuchi, R.1
-
18
-
-
0035246564
-
Factor graphs and the sum-product algorithm
-
Kschischang, F., Frey, B., & Loeliger, H. (2001). Factor graphs and the sum-product algorithm. IEEE Transactions on Information Theory, 47(2), 498-519.
-
(2001)
IEEE Transactions on Information Theory
, vol.47
, Issue.2
, pp. 498-519
-
-
Kschischang, F.1
Frey, B.2
Loeliger, H.3
-
19
-
-
0004047518
-
-
Oxford University Press, Oxford
-
Lauritzen, S. (1996). Graphical models. Oxford University Press, Oxford.
-
(1996)
Graphical Models
-
-
Lauritzen, S.1
-
21
-
-
0032001728
-
Turbo decoding as as an instance of Pearl's 'belief propagation' algorithm
-
McEliece, R., MacKay, D., & Cheng, J. (1998). Turbo decoding as as an instance of Pearl's 'belief propagation' algorithm. IEEE Journal on Selected Areas in Communication, 16(2), 140-152.
-
(1998)
IEEE Journal on Selected Areas in Communication
, vol.16
, Issue.2
, pp. 140-152
-
-
McEliece, R.1
MacKay, D.2
Cheng, J.3
-
22
-
-
1442320000
-
Belief propagation on partially ordered sets
-
Gilliam, D., & Rosenthal, J. (Eds.). Springer, New York
-
McEliece, R., & Yildirim, M. (2003). Belief propagation on partially ordered sets. In Gilliam, D., & Rosenthal, J. (Eds.), Mathematical Systems Theory in Biology, Communications, Computation, and Finance, pp. 275-300. Springer, New York.
-
(2003)
Mathematical Systems Theory in Biology, Communications, Computation, and Finance
, pp. 275-300
-
-
McEliece, R.1
Yildirim, M.2
-
23
-
-
0003229133
-
The bayes net toolbox for matlab
-
Murphy, K. (2001). The Bayes Net toolbox for Matlab. Computing Science and Statistics, 33, 331-350.
-
(2001)
Computing Science and Statistics
, vol.33
, pp. 331-350
-
-
Murphy, K.1
-
24
-
-
0002425879
-
Loopy belief propagation for approximate inference: An empirical study
-
Laskey, K., & Prade, H. (Eds.), San Francisco, CA. Morgan Kaufmann Publishers
-
Murphy, K., Weiss, Y., & Jordan, M. (1999). Loopy belief propagation for approximate inference: An empirical study. In Laskey, K., & Prade, H. (Eds.), Proceedings of the Fifteenth Conference on Uncertainty in Articial Intelligence, pp. 467-475, San Francisco, CA. Morgan Kaufmann Publishers.
-
(1999)
Proceedings of the Fifteenth Conference on Uncertainty in Articial Intelligence
, pp. 467-475
-
-
Murphy, K.1
Weiss, Y.2
Jordan, M.3
-
25
-
-
0002788893
-
A view of the em algorithm that justifies incremental, sparse, and other variants
-
In Jordan, M. (Ed.). Kluwer Academic Publishers, Dordrecht
-
Neal, R., & Hinton, G. (1998). A view of the EM algorithm that justifies incremental, sparse, and other variants. In Jordan, M. (Ed.), Learning in Graphical Models, pp. 355-368. Kluwer Academic Publishers, Dordrecht.
-
(1998)
Learning in Graphical Models
, pp. 355-368
-
-
Neal, R.1
Hinton, G.2
-
27
-
-
20744460346
-
Estimation and marginalization using Kikuchi approximation methods
-
Pakzad, P., & Anantharam, V. (2005). Estimation and marginalization using Kikuchi approximation methods. Neural Computation, 17, 1836-1873.
-
(2005)
Neural Computation
, vol.17
, pp. 1836-1873
-
-
Pakzad, P.1
Anantharam, V.2
-
29
-
-
23844535141
-
Cluster variation method in statistical physics and graphical models
-
Pelizzola, A. (2005). Cluster variation method in statistical physics and graphical models. Journal of Physics A, 38, R309-R339.
-
(2005)
Journal of Physics A
, vol.38
-
-
Pelizzola, A.1
-
30
-
-
84898928980
-
Minimax and Hamiltonian dynamics of excitatory-inhibitory networks
-
Jordan, M., Kearns, M., & Solla, S. (Eds.). MIT Press
-
Seung, S., Richardson, T., Lagarias, J., &: Hopfield, J. (1998). Minimax and Hamiltonian dynamics of excitatory-inhibitory networks. In Jordan, M., Kearns, M., & Solla, S. (Eds.), Advances in Neural Information Processing Systems 10, pp. 329-335. MIT Press.
-
(1998)
Advances in Neural Information Processing Systems
, vol.10
, pp. 329-335
-
-
Seung, S.1
Richardson, T.2
Lagarias, J.3
Hopfield, J.4
-
31
-
-
4043138374
-
Loopy belief propagation and Gibbs measures. i
-
Darwiche, A., & Friedman, N. (Eds.), San Francisco, CA. Morgan Kaufmann Publishers
-
Tatikonda, S., & Jordan, M. (2002). Loopy belief propagation and Gibbs measures. In Darwiche, A., & Friedman, N. (Eds.), Uncertainty in Artificial Intelligence: Proceedings of the Eighteenth Conference (UAI-2002), pp. 493-500, San Francisco, CA. Morgan Kaufmann Publishers.
-
(2002)
Uncertainty in Artificial Intelligence: Proceedings of the Eighteenth Conference (UAI-2002)
, pp. 493-500
-
-
Tatikonda, S.1
Jordan, M.2
-
32
-
-
84898944621
-
The unified propagation and scaling algorithm
-
Dietterich, T., Becker, S., & Ghahramani, Z. (Eds.), Cambridge. MIT Press
-
Teh, Y., &: Welling, M. (2002). The unified propagation and scaling algorithm. In Dietterich, T., Becker, S., & Ghahramani, Z. (Eds.), Advances in Neural Information Processing Systems 14, pp. 953-960, Cambridge. MIT Press.
-
(2002)
Advances in Neural Information Processing Systems
, vol.14
, pp. 953-960
-
-
Teh, Y.1
Welling, M.2
-
33
-
-
0038387324
-
A new class of upper bounds on the log partition function
-
Darwiche, A., &: Friedman, N. (Eds.), San Francisco, CA. Morgan Kaufmann Publishers
-
Wainwright, M., Jaakkola, T., &: Willsky, A. (2002a). A new class of upper bounds on the log partition function. In Darwiche, A., &: Friedman, N. (Eds.), Uncertainty in Artificial Intelligence: Proceedings of the Eighteenth Conference (UAI-2002), pp. 536-543, San Francisco, CA. Morgan Kaufmann Publishers.
-
(2002)
Uncertainty in Artificial Intelligence: Proceedings of the Eighteenth Conference (UAI-2002)
, pp. 536-543
-
-
Wainwright, M.1
Jaakkola, T.2
Willsky, A.3
-
34
-
-
2942655074
-
Tree-based reparameterization for approximate estimation on loopy graphs
-
Dietterich, T., Becker, S., & Ghahramani, Z. (Eds.), Cambridge. MIT Press
-
Wainwright, M., Jaakkola, T., & Willsky, A. (2002b). Tree-based reparameterization for approximate estimation on loopy graphs. In Dietterich, T., Becker, S., & Ghahramani, Z. (Eds.), Advances in Neural Information Processing Systems 14, pp. 1001-1008, Cambridge. MIT Press.
-
(2002)
Advances in Neural Information Processing Systems
, vol.14
, pp. 1001-1008
-
-
Wainwright, M.1
Jaakkola, T.2
Willsky, A.3
-
35
-
-
29344473978
-
Tree-reweighted belief propagation algorithms and approximate ML estimation via pseudo-moment matching
-
Bishop, C., & Frey, B. (Eds.). Society for Artificial Intelligence and Statistics
-
Wainwright, M., Jaakkola, T., & Willsky, A. (2003). Tree-reweighted belief propagation algorithms and approximate ML estimation via pseudo-moment matching. In Bishop, C., & Frey, B. (Eds.), Proceedings of the Ninth International Workshop on Artificial Intelligence and Statistics. Society for Artificial Intelligence and Statistics.
-
(2003)
Proceedings of the Ninth International Workshop on Artificial Intelligence and Statistics
-
-
Wainwright, M.1
Jaakkola, T.2
Willsky, A.3
-
36
-
-
84898975095
-
Generalized belief propagation
-
Leen, T., Dietterich, T., & Tresp, V. (Eds.), Cambridge. MIT Press
-
Yedidia, J., Freeman, W., & Weiss, Y. (2001). Generalized belief propagation. In Leen, T., Dietterich, T., & Tresp, V. (Eds.), Advances in Neural Information Processing Systems 13, pp. 689-695, Cambridge. MIT Press.
-
(2001)
Advances in Neural Information Processing Systems
, vol.13
, pp. 689-695
-
-
Yedidia, J.1
Freeman, W.2
Weiss, Y.3
-
37
-
-
23744513375
-
Constructing free energy approximations and generalized belief propagation algorithms
-
Yedidia, J., Freeman, W., & Weiss, Y. (2005). Constructing free energy approximations and generalized belief propagation algorithms. IEEE Transactions on Information Theory, 51, 2282-2312.
-
(2005)
IEEE Transactions on Information Theory
, vol.51
, pp. 2282-2312
-
-
Yedidia, J.1
Freeman, W.2
Weiss, Y.3
-
38
-
-
0036636878
-
CCCP algorithms to minimize the Bethe and Kikuchi free energies: Convergent alternatives to belief propagation
-
Yuille, A. (2002). CCCP algorithms to minimize the Bethe and Kikuchi free energies: Convergent alternatives to belief propagation. Neural Computation, 14, 1691-1722.
-
(2002)
Neural Computation
, vol.14
, pp. 1691-1722
-
-
Yuille, A.1
|