-
1
-
-
0033907315
-
"The generalized distributive law"
-
Mar
-
S.M. Aji and R.J. McEliece, "The generalized distributive law," IEEE Trans. Inform. Theory, vol. 46, no. 2, pp. 325-343, Mar. 2000.
-
(2000)
IEEE Trans. Inform. Theory
, vol.46
, Issue.2
, pp. 325-343
-
-
Aji, S.M.1
McEliece, R.J.2
-
2
-
-
0036688074
-
"A survey on sensor networks"
-
I.F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "A survey on sensor networks," IEEE Commun. Mag., vol. 40, no. 8, pp. 102-114, 2002.
-
(2002)
IEEE Commun. Mag.
, vol.40
, Issue.8
, pp. 102-114
-
-
Akyildiz, I.F.1
Su, W.2
Sankarasubramaniam, Y.3
Cayirci, E.4
-
3
-
-
27744546879
-
"Nonparametric sequential detection based on multisensor data"
-
in Johns Hopkins Univ., Baltimore, MD, Mar
-
M.M. Al-Ibrahim and P.K. Varshney, "Nonparametric sequential detection based on multisensor data," in Proc. 23rd Annu. Conf. Information Science Systems, Johns Hopkins Univ., Baltimore, MD, Mar. 1989, pp. 157-162.
-
(1989)
Proc. 23rd Annu. Conf. Information Science Systems
, pp. 157-162
-
-
Al-Ibrahim, M.M.1
Varshney, P.K.2
-
6
-
-
34250842240
-
"Decentralized CFAR signal detection"
-
M. Barkat and P.K. Varshney, "Decentralized CFAR signal detection," IEEE Trans. Aerosp. Electron. Syst., vol. 25, no. 2, pp. 141-149, 1989.
-
(1989)
IEEE Trans. Aerosp. Electron. Syst.
, vol.25
, Issue.2
, pp. 141-149
-
-
Barkat, M.1
Varshney, P.K.2
-
7
-
-
0030150820
-
"The CEO problem"
-
T. Berger, Z. Zhang, and H. Vishwanathan, "The CEO problem," IEEE Trans. Inform. Theory, vol. 42, no. 3, pp. 887-902, 1996.
-
(1996)
IEEE Trans. Inform. Theory
, vol.42
, Issue.3
, pp. 887-902
-
-
Berger, T.1
Zhang, Z.2
Vishwanathan, H.3
-
9
-
-
4544222131
-
"Distributed maximum likelihood estimation for sensor networks"
-
in Montreal, Quebec, Canada, May
-
D. Blatt and A. Hero, "Distributed maximum likelihood estimation for sensor networks," in Proc. Int. Conf. Acoustics, Speech, Signal Processing, Montreal, Quebec, Canada, May 2004, pp. 929-932.
-
(2004)
Proc. Int. Conf. Acoustics, Speech, Signal Processing
, pp. 929-932
-
-
Blatt, D.1
Hero, A.2
-
10
-
-
0030780250
-
"Distributed detection with multiple sensors: Part II - Advanced topics"
-
R. Blum, S. Kassam, and H.V. Poor, "Distributed detection with multiple sensors: Part II - Advanced topics," Proc. IEEE, vol. 85, pp. 64-79, 1997.
-
(1997)
Proc. IEEE
, vol.85
, pp. 64-79
-
-
Blum, R.1
Kassam, S.2
Poor, H.V.3
-
11
-
-
25444522689
-
"Fast kernel classifiers with online and active learning"
-
A. Bordes, S. Ertekin, J. Weston, and L. Bottou, "Fast kernel classifiers with online and active learning," J. Mach. Learning Res., vol. 6, pp. 1579-1619, 2005.
-
(2005)
J. Mach. Learning Res.
, vol.6
, pp. 1579-1619
-
-
Bordes, A.1
Ertekin, S.2
Weston, J.3
Bottou, L.4
-
12
-
-
0030211964
-
"Bagging predictors"
-
L. Breiman, "Bagging predictors," Mach. Learning, vol. 26, no. 2, pp. 123-140, 1996.
-
(1996)
Mach. Learning
, vol.26
, Issue.2
, pp. 123-140
-
-
Breiman, L.1
-
14
-
-
0031140246
-
"How to use expert advice"
-
N. Cesa-Bianchi, Y. Freund, D. Haussler, D.P. Helmbold, R.E. Schapire, and M.K. Warmuth, "How to use expert advice," J. Assoc. Comput. Mach., vol. 44, no. 3, pp. 427-485, 1997.
-
(1997)
J. Assoc. Comput. Mach.
, vol.44
, Issue.3
, pp. 427-485
-
-
Cesa-Bianchi, N.1
Freund, Y.2
Haussler, D.3
Helmbold, D.P.4
Schapire, R.E.5
Warmuth, M.K.6
-
15
-
-
85032764844
-
"Distributed fusion in sensor networks: A graphical models perspective"
-
June
-
M. Cetin, L. Chen, J.W. Fisher, III, A.T. Ihler, R.L. Moses, M.J. Wainwright, and A.S. Willsky, "Distributed fusion in sensor networks: A graphical models perspective," IEEE Signal Processing Mag., vol. 23, no. 4, pp. 42-55, June 2006.
-
(2006)
IEEE Signal Processing Mag.
, vol.23
, Issue.4
, pp. 42-55
-
-
Cetin, M.1
Chen, L.2
Fisher III, J.W.3
Ihler, A.T.4
Moses, R.L.5
Wainwright, M.J.6
Willsky, A.S.7
-
16
-
-
4344595999
-
"Asymptotic results for decentralized detection in power constrained wireless sensor networks"
-
J.-F. Chamberland and V.V. Veeravalli, "Asymptotic results for decentralized detection in power constrained wireless sensor networks," IEEE J. Select. Areas Commun., vol. 22, no. 6, pp. 1007-1015, 2004.
-
(2004)
IEEE J. Select. Areas Commun.
, vol.22
, Issue.6
, pp. 1007-1015
-
-
Chamberland, J.-F.1
Veeravalli, V.V.2
-
17
-
-
24644437145
-
"Learning ensembles from bites: A scalable and accurate approach"
-
N.V. Chawla, L.O. Hall, K.W. Bowyer, and W.P. Kegelmeyer, "Learning ensembles from bites: A scalable and accurate approach," J. Mach. Learning Res., vol. 5, pp. 421-451, 2004.
-
(2004)
J. Mach. Learning Res.
, vol.5
, pp. 421-451
-
-
Chawla, N.V.1
Hall, L.O.2
Bowyer, K.W.3
Kegelmeyer, W.P.4
-
18
-
-
85032750878
-
"Channel aware distributed detection in wireless sensor networks"
-
June
-
B. Chen, L. Tong, and P.K. Varshney, "Channel aware distributed detection in wireless sensor networks," IEEE Signal Processing Mag., vol. 23, no. 4, pp. 16-25, June 2006.
-
(2006)
IEEE Signal Processing Mag.
, vol.23
, Issue.4
, pp. 16-25
-
-
Chen, B.1
Tong, L.2
Varshney, P.K.3
-
19
-
-
0014380444
-
"Rates of convergence for nearest neighbor procedures"
-
in Honolulu, Jan
-
T.M. Cover, "Rates of convergence for nearest neighbor procedures," in Proc. Hawaii Int. Conf. Systems Sciences, Honolulu, Jan. 1968, pp. 413-415.
-
(1968)
Proc. Hawaii Int. Conf. Systems Sciences
, pp. 413-415
-
-
Cover, T.M.1
-
20
-
-
4344583573
-
"Distributed classification of Gaussian space-time sources in wireless sensor networks"
-
A. D'Costa, V. Ramachadran, and A.M. Sayeed, "Distributed classification of Gaussian space-time sources in wireless sensor networks," IEEE J. Select. Areas Commun, vol. 22, no. 6, pp. 1026-1036, 2004.
-
(2004)
IEEE J. Select. Areas Commun
, vol.22
, Issue.6
, pp. 1026-1036
-
-
D'Costa, A.1
Ramachadran, V.2
Sayeed, A.M.3
-
21
-
-
24744443332
-
"Collaborative signal processing for distributed classification in sensor networks"
-
in Palo Alto, CA, Apr
-
A. D'Costa and A.M. Sayeed, "Collaborative signal processing for distributed classification in sensor networks," in Proc. 2nd Int. Workshop Information Processing Sensor Networks, Palo Alto, CA, Apr. 2003, pp. 193-208.
-
(2003)
Proc. 2nd Int. Workshop Information Processing Sensor Networks
, pp. 193-208
-
-
D'Costa, A.1
Sayeed, A.M.2
-
22
-
-
3042782810
-
"Robust distributed estimation in sensor networks using the embedded polygons algorithm"
-
in Berkeley, CA, Apr
-
V. Delouille, R. Neelamani, and R. Baraniuk, "Robust distributed estimation in sensor networks using the embedded polygons algorithm," in Proc. 3rd Int. Symp. Information Processing Sensor Networks, Berkeley, CA, Apr. 2004.
-
(2004)
Proc. 3rd Int. Symp. Information Processing Sensor Networks
-
-
Delouille, V.1
Neelamani, R.2
Baraniuk, R.3
-
25
-
-
0031211090
-
"A decision-theoretic generalization of on-line learning and an application to boosting"
-
Y. Freund and R.E. Schapire, "A decision-theoretic generalization of on-line learning and an application to boosting," Comput. Syst. Scis., vol. 55, no. 1, pp. 119-139, 1997.
-
(1997)
Comput. Syst. Scis.
, vol.55
, Issue.1
, pp. 119-139
-
-
Freund, Y.1
Schapire, R.E.2
-
26
-
-
0030643068
-
"Using and combining predictors that specialize"
-
in El Paso, Texas May
-
Y. Freund, R.E. Schapire, Y. Singer, and M.K. Warmuth, "Using and combining predictors that specialize," in Proc. 29th Annu. ACM Symp. Theory Computing, El Paso, Texas, pp. 334-343, May 1997.
-
(1997)
Proc. 29th Annu. ACM Symp. Theory Computing
, pp. 334-343
-
-
Freund, Y.1
Schapire, R.E.2
Singer, Y.3
Warmuth, M.K.4
-
27
-
-
84880755152
-
"Privacy-preserving boosting"
-
submitted for publication
-
S. Gambs, B. Kégl, and E. Aïmeur, "Privacy-preserving boosting," submitted for publication.
-
-
-
Gambs, S.1
Kégl, B.2
Aïmeur, E.3
-
28
-
-
85032752412
-
"Sensing reality and communicating bits: A dangerous liaison"
-
June
-
M. Gastpar, M. Vetterli, and P.L. Dragotti, "Sensing reality and communicating bits: A dangerous liaison," IEEE Signal Processing Mag., vol. 23, no. 4, pp. 70-83, June 2006.
-
(2006)
IEEE Signal Processing Mag.
, vol.23
, Issue.4
, pp. 70-83
-
-
Gastpar, M.1
Vetterli, M.2
Dragotti, P.L.3
-
29
-
-
85032751286
-
"Localization via ultra-wideband radios"
-
S. Gezici, Z. Tian, G.B. Giannakis, H. Kobayashi, A.F. Molisch, H.V. Poor, and Z. Sahinoglu, "Localization via ultra-wideband radios," IEEE Signal Processing Mag., vol. 22, no. 4, pp. 70-84, 2005.
-
(2005)
IEEE Signal Processing Mag.
, vol.22
, Issue.4
, pp. 70-84
-
-
Gezici, S.1
Tian, Z.2
Giannakis, G.B.3
Kobayashi, H.4
Molisch, A.F.5
Poor, H.V.6
Sahinoglu, Z.7
-
31
-
-
84898956286
-
"Parallel support vector machines: The Cascade SVM"
-
in L. Saul, Y. Weiss, and L. Bottou, Eds. Cambridge, MA: MIT Press
-
H.P. Graf, E. Cosatto, L. Bottou, I. Dourdanovic, and V. Vapnik, "Parallel support vector machines: The Cascade SVM," in Advances in Neural Information Processing Systems, vol. 17, L. Saul, Y. Weiss, and L. Bottou, Eds. Cambridge, MA: MIT Press, 2005, pp. 521-528.
-
(2005)
Advances in Neural Information Processing Systems
, vol.17
, pp. 521-528
-
-
Graf, H.P.1
Cosatto, E.2
Bottou, L.3
Dourdanovic, I.4
Vapnik, V.5
-
32
-
-
0023348857
-
"Necessary and sufficient conditions for Bayes risk consistency of recursive kernel classification rule"
-
W. Greblicki and M. Pawlak, "Necessary and sufficient conditions for Bayes risk consistency of recursive kernel classification rule," IEEE Trans. Inform. Theory, vol. 33, no. 3, pp. 408-412, 1987.
-
(1987)
IEEE Trans. Inform. Theory
, vol.33
, Issue.3
, pp. 408-412
-
-
Greblicki, W.1
Pawlak, M.2
-
33
-
-
3042820611
-
"Distributed regression: An efficient framework for modeling sensor network data"
-
in Berkeley, CA, Apr
-
C. Guestrin, P. Bodi, R. Thibau, M. Paskin, and S. Madde, "Distributed regression: An efficient framework for modeling sensor network data," in Proc. 3rd Int. Symp. Information Processing Sensor Networks, Berkeley, CA, Apr. 2004, pp. 1-10.
-
(2004)
Proc. 3rd Int. Symp. Information Processing Sensor Networks
, pp. 1-10
-
-
Guestrin, C.1
Bodi, P.2
Thibau, R.3
Paskin, M.4
Madde, S.5
-
35
-
-
0025550535
-
"Some results on distributed nonparametric detection"
-
in Honolulu, Hawaii, Dec
-
J. Han, P.K. Varshney, and V.C. Vannicola, "Some results on distributed nonparametric detection," in Proc. 29th Conf. Decision Control, Honolulu, Hawaii, Dec. 1990, pp. 2698-2703.
-
(1990)
Proc. 29th Conf. Decision Control
, pp. 2698-2703
-
-
Han, J.1
Varshney, P.K.2
Vannicola, V.C.3
-
36
-
-
0032182895
-
"Statistical inference under multiterminal data compression"
-
T.S. Han and S. Amari, "Statistical inference under multiterminal data compression," IEEE Trans. Inform. Theory, vol. 44, no. 6, pp. 2300-2324, 1998.
-
(1998)
IEEE Trans. Inform. Theory
, vol.44
, Issue.6
, pp. 2300-2324
-
-
Han, T.S.1
Amari, S.2
-
37
-
-
0003684449
-
-
New York: Springer-Verlag
-
T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction. New York: Springer-Verlag, 2001.
-
(2001)
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
-
-
Hastie, T.1
Tibshirani, R.2
Friedman, J.3
-
38
-
-
0029346275
-
"Decentralized CFAR signal detection"
-
E.K. Hussaini, A.A.M. Al-Bassiouni, and Y.A. El-Far, "Decentralized CFAR signal detection," Signal Process., vol. 44, no. 3, pp. 299-307, 1995.
-
(1995)
Signal Process.
, vol.44
, Issue.3
, pp. 299-307
-
-
Hussaini, E.K.1
Al-Bassiouni, A.A.M.2
El-Far, Y.A.3
-
39
-
-
0001940458
-
"Adaptive mixtures of local experts"
-
R. Jacobs, M.I. Jordan, S. Nowlan, and G.E. Hinton, "Adaptive mixtures of local experts," Neural Computation, vol. 3, no. 1, pp. 125-130, 1991.
-
(1991)
Neural Computation
, vol.3
, Issue.1
, pp. 125-130
-
-
Jacobs, R.1
Jordan, M.I.2
Nowlan, S.3
Hinton, G.E.4
-
41
-
-
0029251952
-
"Learning from a population of hypotheses"
-
M. Kearns and H.S. Seung, "Learning from a population of hypotheses," Mach. Learning, vol. 18, no. 2-3, pp. 255-276, 1995.
-
(1995)
Mach. Learning
, vol.18
, Issue.2-3
, pp. 255-276
-
-
Kearns, M.1
Seung, H.S.2
-
42
-
-
0015000439
-
"Some results on Tchebycheffian spline functions"
-
G. Kimeldorf and G. Wahba, "Some results on Tchebycheffian spline functions," J. Math. Anal. Appl., vol. 33, no. 1, pp. 82-95, 1971.
-
(1971)
J. Math. Anal. Appl.
, vol.33
, Issue.1
, pp. 82-95
-
-
Kimeldorf, G.1
Wahba, G.2
-
43
-
-
0032021555
-
"On combining classifiers"
-
J. Kittler, M. Hatef, P.W. Duin, and J. Matas, "On combining classifiers," IEEE Trans. Pattern Anal. Machine Intell., vol. 20, no. 3, pp. 226-239, 1998.
-
(1998)
IEEE Trans. Pattern Anal. Machine Intell.
, vol.20
, Issue.3
, pp. 226-239
-
-
Kittler, J.1
Hatef, M.2
Duin, P.W.3
Matas, J.4
-
44
-
-
17144416467
-
"Distributed multi-target classification in wireless sensor networks"
-
J.H. Kotecha, V. Ramachandran, and A. Sayeed, "Distributed multi-target classification in wireless sensor networks," IEEE J. Select. Areas Commun., vol. 23, no. 4, pp. 703-713, 2005.
-
(2005)
IEEE J. Select. Areas Commun.
, vol.23
, Issue.4
, pp. 703-713
-
-
Kotecha, J.H.1
Ramachandran, V.2
Sayeed, A.3
-
45
-
-
0022775261
-
"The rates of convergence of kernel regression estimates and classification rules"
-
A. Krzyzak, "The rates of convergence of kernel regression estimates and classification rules," IEEE Trans. Inform. Theory, vol. 32, no. 5, pp. 668-679, 1986.
-
(1986)
IEEE Trans. Inform. Theory
, vol.32
, Issue.5
, pp. 668-679
-
-
Krzyzak, A.1
-
46
-
-
0035246564
-
"Factor graphs and the sum-product algorithm"
-
F.R. Kschischang, B.J. Frey, and H.-A. Loeliger, "Factor graphs and the sum-product algorithm," IEEE Trans. Inform. Theory, vol. 47, no. 2, pp. 498-519, 2001.
-
(2001)
IEEE Trans. Inform. Theory
, vol.47
, Issue.2
, pp. 498-519
-
-
Kschischang, F.R.1
Frey, B.J.2
Loeliger, H.-A.3
-
47
-
-
0032182920
-
"Learning pattern classification: A survey"
-
S.R. Kulkarni, G. Lugosi, and S.S. Venkatesh, "Learning pattern classification: A survey," IEEE Trans. Inform. Theory, vol. 44, no. 6, pp. 2178-2206, 1998.
-
(1998)
IEEE Trans. Inform. Theory
, vol.44
, Issue.6
, pp. 2178-2206
-
-
Kulkarni, S.R.1
Lugosi, G.2
Venkatesh, S.S.3
-
48
-
-
0029341263
-
"Rates of convergence of nearest neighbor estimation under arbitrary sampling"
-
S.R. Kulkarni and S.E. Posner, "Rates of convergence of nearest neighbor estimation under arbitrary sampling," IEEE Trans. Inform. Theory, vol. 41, no. 4, pp. 1028-1039, 1995.
-
(1995)
IEEE Trans. Inform. Theory
, vol.41
, Issue.4
, pp. 1028-1039
-
-
Kulkarni, S.R.1
Posner, S.E.2
-
49
-
-
0036794591
-
n-nn and kernel estimators consistent for arbitrary processes"
-
n-nn and kernel estimators consistent for arbitrary processes," IEEE Trans. Inform. Theory, vol. 48, no. 10, pp. 2785-2788, 2002.
-
(2002)
IEEE Trans. Inform. Theory
, vol.48
, Issue.10
, pp. 2785-2788
-
-
Kulkarni, S.R.1
Posner, S.E.2
Sandilya, S.3
-
50
-
-
0035789273
-
"The distributed boosting algorithm"
-
in San Francisco, California
-
A. Lazarevic and Z. Obradovic, "The distributed boosting algorithm," in Proc. 7th ACM SIGKDD Int. Conf. Knowledge Discovery Data Mining, San Francisco, California, 2001, pp. 311-316.
-
(2001)
Proc. 7th ACM SIGKDD Int. Conf. Knowledge Discovery Data Mining
, pp. 311-316
-
-
Lazarevic, A.1
Obradovic, Z.2
-
51
-
-
85032751970
-
"Detection, classification, and tracking of targets"
-
D. Li, K. Wong, Y.H. Hu, and A. Sayeed, "Detection, classification, and tracking of targets," IEEE Signal Processing Mag., vol. 19, no. 2, pp. 17-29, 2002.
-
(2002)
IEEE Signal Processing Mag.
, vol.19
, Issue.2
, pp. 17-29
-
-
Li, D.1
Wong, K.2
Hu, Y.H.3
Sayeed, A.4
-
52
-
-
35148838877
-
"The weighted majority algorithm"
-
N. Littlestone and M. Warmuth, "The weighted majority algorithm," Inform. Computation, vol. 108, no. 2, pp. 212-261, 1994.
-
(1994)
Inform. Computation
, vol.108
, Issue.2
, pp. 212-261
-
-
Littlestone, N.1
Warmuth, M.2
-
53
-
-
85032780651
-
"An introduction to factor graphs"
-
H.A. Loeliger, "An introduction to factor graphs," IEEE Signal Processing Mag., vol. 21, no. 1, pp. 28-41, 2004.
-
(2004)
IEEE Signal Processing Mag.
, vol.21
, Issue.1
, pp. 28-41
-
-
Loeliger, H.A.1
-
54
-
-
17144406335
-
"An isotropic universal decentralied estimation scheme for a bandwidth constrained ad hoc sensor network"
-
Z.-Q. Luo, "An isotropic universal decentralied estimation scheme for a bandwidth constrained ad hoc sensor network," IEEE J. Select. Areas Commun., vol. 23, no. 4, pp. 735-744, 2005.
-
(2005)
IEEE J. Select. Areas Commun.
, vol.23
, Issue.4
, pp. 735-744
-
-
Luo, Z.-Q.1
-
55
-
-
17144419783
-
"Universal decentralized estimation in a bandwidth constraint sensor network"
-
Z.Q. Luo, "Universal decentralized estimation in a bandwidth constraint sensor network," IEEE Trans. Inform. Theory, vol. 51, no. 6, pp. 2210-2219, 2005.
-
(2005)
IEEE Trans. Inform. Theory
, vol.51
, Issue.6
, pp. 2210-2219
-
-
Luo, Z.Q.1
-
57
-
-
33746360402
-
"Distributed optimization in adaptive networks"
-
in S. Thrun, L. Saul, and B. Schlkopf, Eds. Cambridge, MA: MIT Press
-
C.C. Moallemi and B.V. Roy, "Distributed optimization in adaptive networks," in Advances in Neural Information Processing Systems 16, S. Thrun, L. Saul, and B. Schlkopf, Eds. Cambridge, MA: MIT Press, 2004.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
-
-
Moallemi, C.C.1
Roy, B.V.2
-
58
-
-
0348238223
-
"Regression estimation from an individual stable sequence"
-
G. Morvai, S.R. Kulkarni, and A.B. Nobel, "Regression estimation from an individual stable sequence," Statistics, vol. 33, pp. 99-118, 1999.
-
(1999)
Statistics
, vol.33
, pp. 99-118
-
-
Morvai, G.1
Kulkarni, S.R.2
Nobel, A.B.3
-
59
-
-
0032349741
-
"Efficient distribution-free learning of simple concepts"
-
A. Nakamura, J. Takeuchi, and M. Abe, "Efficient distribution-free learning of simple concepts," Ann. Math. Artificial Intell, vol. 23, no. 1-2, pp. 53-82, 1998.
-
(1998)
Ann. Math. Artificial Intell
, vol.23
, Issue.1-2
, pp. 53-82
-
-
Nakamura, A.1
Takeuchi, J.2
Abe, M.3
-
60
-
-
0031100583
-
"Nonparametric distributed detection using Wilcoxin statistics"
-
A. Nasipuri and S. Tantaratana, "Nonparametric distributed detection using Wilcoxin statistics," Signal Process., vol. 57, no. 2, pp. 139-146, 1997.
-
(1997)
Signal Process.
, vol.57
, Issue.2
, pp. 139-146
-
-
Nasipuri, A.1
Tantaratana, S.2
-
61
-
-
0010006173
-
"Incremental subgradient methods for nondifferentiable optimization"
-
MIT, Cambridge, MA, Tech. Rep. LIDS-P-2460
-
A. Nedic and D. Bertsekas, "Incremental subgradient methods for nondifferentiable optimization," MIT, Cambridge, MA, Tech. Rep. LIDS-P-2460, 1999.
-
(1999)
-
-
Nedic, A.1
Bertsekas, D.2
-
62
-
-
0005422061
-
"Convergence rate of incremental subgradient algorithms"
-
in S. Uryasev and P. M. Pardalos, Eds. Dordrecht, The Netherlands: Kluwer
-
"Convergence rate of incremental subgradient algorithms," in Stochastic Optimization: Algorithms and Applications, S. Uryasev and P. M. Pardalos, Eds. Dordrecht, The Netherlands: Kluwer, 2000, pp. 263-304.
-
(2000)
Stochastic Optimization: Algorithms and Applications
, pp. 263-304
-
-
-
63
-
-
33746371214
-
"A kernel-based learning approach to ad hoc sensor network localization"
-
X. Nguyen, M.I. Jordan, and B. Sinopoli, "A kernel-based learning approach to ad hoc sensor network localization," ACM Trans. Sensor Networks, vol. 1, pp. 134-152, 2005.
-
(2005)
ACM Trans. Sensor Networks
, vol.1
, pp. 134-152
-
-
Nguyen, X.1
Jordan, M.I.2
Sinopoli, B.3
-
64
-
-
27744572442
-
"Nonparametric decentralied detection using kernel methods"
-
X. Nguyen, M.J. Wainwright, and M.I. Jordan, "Nonparametric decentralied detection using kernel methods," IEEE Trans. Signal Processing, vol. 53, no. 11, pp. 4053-4066, 2005.
-
(2005)
IEEE Trans. Signal Processing
, vol.53
, Issue.11
, pp. 4053-4066
-
-
Nguyen, X.1
Wainwright, M.J.2
Jordan, M.I.3
-
65
-
-
0033243867
-
"Limits to classification and regression estimation from ergodic processes"
-
A.B. Nobel, "Limits to classification and regression estimation from ergodic processes," Ann. Statist, vol. 27, no. 1, pp. 262-273, 1999.
-
(1999)
Ann. Statist
, vol.27
, Issue.1
, pp. 262-273
-
-
Nobel, A.B.1
-
66
-
-
0035504033
-
"Estimating a function from ergodic samples with additive noise"
-
A.B. Nobel and T.M. Adams, "Estimating a function from ergodic samples with additive noise," IEEE Trans. Inform. Theory, vol. 47, no. 7, pp. 2895-2902, 2001.
-
(2001)
IEEE Trans. Inform. Theory
, vol.47
, Issue.7
, pp. 2895-2902
-
-
Nobel, A.B.1
Adams, T.M.2
-
67
-
-
0032029008
-
"Density estimation from an individual sequence"
-
A.B. Nobel, G. Morvai, and S. Kulkarni, "Density estimation from an individual sequence," IEEE Trans. Inform. Theory, vol. 44, no. 2, pp. 537-541, 1998.
-
(1998)
IEEE Trans. Inform. Theory
, vol.44
, Issue.2
, pp. 537-541
-
-
Nobel, A.B.1
Morvai, G.2
Kulkarni, S.3
-
68
-
-
34547278772
-
"Boundary estimation in sensor networks: Theory and methods"
-
in Palo Alto, CA, 22-23 Apr
-
R. Nowak and U. Mitra, "Boundary estimation in sensor networks: Theory and methods," in Proc. 2nd Int. Workshop Information Processing Sensor Networks, Palo Alto, CA, 22-23 Apr. 2003, pp. 80-95.
-
(2003)
Proc. 2nd Int. Workshop Information Processing Sensor Networks
, pp. 80-95
-
-
Nowak, R.1
Mitra, U.2
-
69
-
-
0042164384
-
"Distributed EM algorithms for density estimation and clustering in sensor networks"
-
R.D. Nowak, "Distributed EM algorithms for density estimation and clustering in sensor networks," IEEE Trans. Signal Processing, vol. 51, no. 8, pp. 2245-2253, 2003.
-
(2003)
IEEE Trans. Signal Processing
, vol.51
, Issue.8
, pp. 2245-2253
-
-
Nowak, R.D.1
-
70
-
-
25944462333
-
"Junction tree algorithms for solving sparse linear systems"
-
EECS Dept., UC, Berkeley, Tech. Rep. UCB/CSD-03-1271
-
M.A. Paskin and G.D. Lawrence, "Junction tree algorithms for solving sparse linear systems," EECS Dept., UC, Berkeley, Tech. Rep. UCB/ CSD-03-1271, 2003.
-
(2003)
-
-
Paskin, M.A.1
Lawrence, G.D.2
-
71
-
-
33744942641
-
"A robust architecture for inference in sensor networks"
-
in UCLA, Apr
-
M.A. Paskin, C.E. Guestrin, and J. McFadden, "A robust architecture for inference in sensor networks," in Proc. 4th Int. Symp. Information Processing Sensor Networks, UCLA, Apr. 2005, pp. 55-62.
-
(2005)
Proc. 4th Int. Symp. Information Processing Sensor Networks
, pp. 55-62
-
-
Paskin, M.A.1
Guestrin, C.E.2
McFadden, J.3
-
72
-
-
85032751636
-
"Locating the nodes: Cooperative localization in wireless sensor networks"
-
N. Patwari, J.N. Ash, S. Kyperountas, A.O. Hero, R.L. Moses, and N.S. Correal, "Locating the nodes: Cooperative localization in wireless sensor networks," IEEE Signal Processing Mag., vol. 22, no. 4, pp. 54-69, 2005.
-
(2005)
IEEE Signal Processing Mag.
, vol.22
, Issue.4
, pp. 54-69
-
-
Patwari, N.1
Ash, J.N.2
Kyperountas, S.3
Hero, A.O.4
Moses, R.L.5
Correal, N.S.6
-
73
-
-
0003391330
-
Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
-
San Francisco, CA: Morgan Kaufmann
-
J. Pearl, Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. San Francisco, CA: Morgan Kaufmann, 1988.
-
(1988)
-
-
Pearl, J.1
-
74
-
-
7544221607
-
"Extended message passing algorithm for inference in loopy Gaussian graphical models"
-
K. Plarre and P.R. Kumar, "Extended message passing algorithm for inference in loopy Gaussian graphical models," Ad Hoc Networks, vol. 2, pp. 153-169, 2004.
-
(2004)
Ad Hoc Networks
, vol.2
, pp. 153-169
-
-
Plarre, K.1
Kumar, P.R.2
-
75
-
-
5044246259
-
"Consistency in a model for distributed learning with specialists"
-
in Chicago, IL, June
-
J.B. Predd, S.R. Kulkarni, and H.V. Poor, "Consistency in a model for distributed learning with specialists," in Proc. 2004 IEEE Int. Symp. Information Theory, Chicago, IL, June 2004, p. 465.
-
(2004)
Proc. 2004 IEEE Int. Symp. Information Theory
, pp. 465
-
-
Predd, J.B.1
Kulkarni, S.R.2
Poor, H.V.3
-
76
-
-
30644465872
-
"Regression in sensor networks: Training distributively with alternating projections"
-
in (invited), San Diego, CA, July-Aug
-
J.B. Predd, S.R. Kulkarni, and H.V. Poor, "Regression in sensor networks: Training distributively with alternating projections," in Proc. SPIE Conf. Advanced Signal Processing Algorithms, Architectures, and Implementations XV (invited), San Diego, CA, July-Aug. 2005.
-
(2005)
Proc. SPIE Conf. Advanced Signal Processing Algorithms, Architectures, and Implementations XV
-
-
Predd, J.B.1
Kulkarni, S.R.2
Poor, H.V.3
-
77
-
-
33144479374
-
"Consistency in models for distributed learning under communication constraints"
-
J.B. Predd, S.R. Kulkarni, and H.V. Poor, "Consistency in models for distributed learning under communication constraints," IEEE Trans. Inform. Theory, vol. 52, no. 1, pp. 52-63, 2006.
-
(2006)
IEEE Trans. Inform. Theory
, vol.52
, Issue.1
, pp. 52-63
-
-
Predd, J.B.1
Kulkarni, S.R.2
Poor, H.V.3
-
78
-
-
33751022590
-
"Distributed kernel regression: An algorithm for training collaboratively"
-
in Punta del Este, Uruguay, Mar
-
J.B. Predd, S.R. Kulkarni, and H.V. Poor, "Distributed kernel regression: An algorithm for training collaboratively," in Proc. 2006 IEEE Information Theory Workshop, Punta del Este, Uruguay, Mar. 2006.
-
(2006)
Proc. 2006 IEEE Information Theory Workshop
-
-
Predd, J.B.1
Kulkarni, S.R.2
Poor, H.V.3
-
79
-
-
0030368639
-
"Scaling up: Distributed machine learning with cooperation"
-
in Portland, OR
-
F. Provost and D.N. Hennessy, "Scaling up: Distributed machine learning with cooperation," in Proc. 13th Nat. Conf. Artificial Intelligence, Portland, OR, 1996, pp. 74-79.
-
(1996)
Proc. 13th Nat. Conf. Artificial Intelligence
, pp. 74-79
-
-
Provost, F.1
Hennessy, D.N.2
-
81
-
-
17144419228
-
"Quantized incremental algorithms for distributed optimization"
-
M.G. Rabbat and R.D. Nowak, "Quantized incremental algorithms for distributed optimization," IEEE J. Special Areas Commun., vol. 23, no. 4, pp. 798-808, 2006.
-
(2006)
IEEE J. Special Areas Commun.
, vol.23
, Issue.4
, pp. 798-808
-
-
Rabbat, M.G.1
Nowak, R.D.2
-
83
-
-
33244491229
-
"Bandwidth-constrained distributed estimation for wireless sensor networks, part I: Gaussian PDF"
-
A. Ribeiro and G.B. Giannakis, "Bandwidth-constrained distributed estimation for wireless sensor networks, part I: Gaussian PDF," IEEE Trans. Signal Processing, vol. 54, no. 3, pp. 1131-1143, 2006.
-
(2006)
IEEE Trans. Signal Processing
, vol.54
, Issue.3
, pp. 1131-1143
-
-
Ribeiro, A.1
Giannakis, G.B.2
-
84
-
-
85032784278
-
"Bandwidth-constrained distributed estimation for wireless sensor networks, part II: Unknown PDF"
-
to be published
-
A. Ribeiro and G.B. Giannakis, "Bandwidth-constrained distributed estimation for wireless sensor networks, part II: Unknown PDF," IEEE Trans. Signal Processing, to be published.
-
IEEE Trans. Signal Processing
-
-
Ribeiro, A.1
Giannakis, G.B.2
-
85
-
-
84950440675
-
"Nonparametric estimation in Markov processes"
-
G. Roussas, "Nonparametric estimation in Markov processes," Ann. Inst. Statist. Math., vol. 21, pp. 73-87, 1967.
-
(1967)
Ann. Inst. Statist. Math.
, vol.21
, pp. 73-87
-
-
Roussas, G.1
-
87
-
-
0042109282
-
"On the feasibility of large scale wireless sensor networks"
-
in Monticello, Illinois, Oct
-
S.D. Servetto, "On the feasibility of large scale wireless sensor networks," in Proc. 40th Annu. Allerton Conf. Communication, Control, Computing, Monticello, Illinois, Oct. 2002.
-
(2002)
Proc. 40th Annu. Allerton Conf. Communication, Control, Computing
-
-
Servetto, S.D.1
-
88
-
-
34547237265
-
"The value of clustering in distributed estimation for sensor networks"
-
in Maui, Hawaii, June
-
S.-H. Son, M. Chiang, S.R. Kulkarni, and S.C. Schwartz, "The value of clustering in distributed estimation for sensor networks," in Proc. IEEE Int. Conf. Wireless Networks, Communications, Mobile Computing, Maui, Hawaii, June 2005, vol. 2, pp. 969-974.
-
(2005)
Proc. IEEE Int. Conf. Wireless Networks, Communications, Mobile Computing
, vol.2
, pp. 969-974
-
-
Son, S.-H.1
Chiang, M.2
Kulkarni, S.R.3
Schwartz, S.C.4
-
89
-
-
33646777461
-
"Communication-estimation tradeoffs in wireless sensor networks"
-
in Philadelphia, PA, Mar
-
S.-H. Son, S.R. Kulkarni, S.C. Schwartz, and M. Roan, "Communication-estimation tradeoffs in wireless sensor networks," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, Philadelphia, PA, Mar. 2005, vol. 5, pp. 1065-1068.
-
(2005)
Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing
, vol.5
, pp. 1065-1068
-
-
Son, S.-H.1
Kulkarni, S.R.2
Schwartz, S.C.3
Roan, M.4
-
90
-
-
0000388992
-
"Consistent nonparametric regression"
-
C.J. Stone, "Consistent nonparametric regression," Ann. Statist., vol. 5, no. 4, pp. 595-645, 1977.
-
(1977)
Ann. Statist.
, vol.5
, Issue.4
, pp. 595-645
-
-
Stone, C.J.1
-
91
-
-
33645718320
-
"Neyman-Pearson detection of Gauss-Markov signals in noise: Closed-form error exponent and properties"
-
Y. Sung, L. Tong, and H.V. Poor, "Neyman-Pearson detection of Gauss-Markov signals in noise: Closed-form error exponent and properties," IEEE Trans. Inform. Theory, vol. 52, no. 4, pp. 1354-1365, 2006.
-
(2006)
IEEE Trans. Inform. Theory
, vol.52
, Issue.4
, pp. 1354-1365
-
-
Sung, Y.1
Tong, L.2
Poor, H.V.3
-
92
-
-
33646775674
-
"A large deviations approach to sensor scheduling for detection of correlated random fields"
-
in Philadelphia, PA, 19-23 Mar
-
Y. Sung, L. Tong, and H.V. Poor, "A large deviations approach to sensor scheduling for detection of correlated random fields," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, Philadelphia, PA, 19-23 Mar. 2005.
-
(2005)
Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing
-
-
Sung, Y.1
Tong, L.2
Poor, H.V.3
-
93
-
-
0000526328
-
"Decentralized detection"
-
in H.V. Poor and J.B. Thomas, Eds. Greenwich, CT: JAI Press
-
J.N. Tsitsiklis, "Decentralized detection," in Advances in Statistical Signal Processing, H.V. Poor and J.B. Thomas, Eds. Greenwich, CT: JAI Press, 1993, pp. 297-344.
-
(1993)
Advances in Statistical Signal Processing
, pp. 297-344
-
-
Tsitsiklis, J.N.1
-
94
-
-
0021518106
-
"A theory of the learnable"
-
L.G. Valiant, "A theory of the learnable," Commun. ACM, vol. 27, no. 11, pp. 1134-1142, 1984.
-
(1984)
Commun. ACM
, vol.27
, Issue.11
, pp. 1134-1142
-
-
Valiant, L.G.1
-
97
-
-
0024663569
-
"Distributed detection of a signal in generalized Gaussian noise"
-
R. Vishwanathan and A. Ansari, "Distributed detection of a signal in generalized Gaussian noise," IEEE Trans. Acoustic, Speech, Signal Processing, vol. 37, no. 5, pp. 775-778, 1989.
-
(1989)
IEEE Trans. Acoustic, Speech, Signal Processing
, vol.37
, Issue.5
, pp. 775-778
-
-
Vishwanathan, R.1
Ansari, A.2
-
98
-
-
0030735427
-
"Distributed detection with multiple sensors: Part I - Fundamentals"
-
R. Vishwanathan and P.K. Varshney, "Distributed detection with multiple sensors: Part I - Fundamentals," Proc. IEEE, vol. 85, no. 1, pp. 54-63, 1997.
-
(1997)
Proc. IEEE
, vol.85
, Issue.1
, pp. 54-63
-
-
Vishwanathan, R.1
Varshney, P.K.2
-
99
-
-
0031237864
-
"The quadratic Gaussian CEO problem"
-
H. Viswanathan and T. Berger, "The quadratic Gaussian CEO problem," IEEE Trans. Inform. Theory, vol. 43, no. 5, pp. 1549-1559, 1997.
-
(1997)
IEEE Trans. Inform. Theory
, vol.43
, Issue.5
, pp. 1549-1559
-
-
Viswanathan, H.1
Berger, T.2
-
100
-
-
85008058266
-
"Universal decentralized detection in a bandwidth constraint sensor network"
-
J.-J. Xiao and Z.-Q. Luo, "Universal decentralized detection in a bandwidth constraint sensor network," IEEE Trans. Signal Processing, vol. 53, no. 8, pp. 2617-2624, 2005.
-
(2005)
IEEE Trans. Signal Processing
, vol.53
, Issue.8
, pp. 2617-2624
-
-
Xiao, J.-J.1
Luo, Z.-Q.2
-
101
-
-
26844540868
-
"Universal decentralized estimation in an inhomogeneous sensing environment"
-
J.-J. Xiao and Z.-Q. Luo, "Universal decentralized estimation in an inhomogeneous sensing environment," IEEE Trans. Inform. Theory, vol. 51, no. 10, pp. 3564-3575, 2005.
-
(2005)
IEEE Trans. Inform. Theory
, vol.51
, Issue.10
, pp. 3564-3575
-
-
Xiao, J.-J.1
Luo, Z.-Q.2
-
102
-
-
85032751231
-
"Distributed compression-estimation using wireless sensor networks"
-
June
-
J.-J. Xiao, A. Ribeiro, Z.-Q. Luo, and G.B. Giannakis, "Distributed compression-estimation using wireless sensor networks," IEEE Signal Processing Mag., vol. 23, no. 4, pp. 26-41, June 2006.
-
(2006)
IEEE Signal Processing Mag.
, vol.23
, Issue.4
, pp. 26-41
-
-
Xiao, J.-J.1
Ribeiro, A.2
Luo, Z.-Q.3
Giannakis, G.B.4
-
103
-
-
38249021954
-
"Nonparametric density and regression estimation from Markov sequences without mixing assumptions"
-
S. Yakowitz, "Nonparametric density and regression estimation from Markov sequences without mixing assumptions," J. Multivariate Anal., vol. 30, no. 1, pp. 124-136, 1989.
-
(1989)
J. Multivariate Anal.
, vol.30
, Issue.1
, pp. 124-136
-
-
Yakowitz, S.1
-
104
-
-
0001207364
-
"Nearest neighbor regression estimation for null-recurrent Markov time series"
-
S. Yakowitz, "Nearest neighbor regression estimation for null-recurrent Markov time series," Stochastic Processes Their Applicat., vol. 48, no. 2, pp. 311-318, 1993.
-
(1993)
Stochastic Processes Their Applicat.
, vol.48
, Issue.2
, pp. 311-318
-
-
Yakowitz, S.1
-
105
-
-
0030703799
-
"Distributed cooperative Bayesian learning"
-
in Nashville, Tennessee, July
-
K. Yamanishi, "Distributed cooperative Bayesian learning," in Proc. Conf. Learning Theory, Nashville, Tennessee, July 1997, pp. 250-262.
-
(1997)
Proc. Conf. Learning Theory
, pp. 250-262
-
-
Yamanishi, K.1
|