pubnum  authors  title  pubinfo  month  year 

1.  Willsky, A.S.  Digital Signal Processing and Control and Estimation TheoryPoints of Tangency, Areas of Intersection, and Parallel Directions  The M.I.T. Press, Cambridge, MA  June  1979 
2.  Oppenheim, A.V., Willsky, A.S., with Young, I.T.  Signals and Systems  PrenticeHall, Inc., Englewood Cliffs, NJ  Nov.  1982 
3.  Oppenheim, A.V., and Willsky, A.S., with S. Hamid Nawab  Signals and Systems  PrenticeHall, Inc., Englewood Cliffs, NJ  August  1996 
pubnum 
authors 
title 
pubinfo 
month 
year 
volno 
pages 
LIDSno 

1. 
Brockett, R.W. and Willsky, A.S. 
IEEE Trans. on Automatic Control 
August 
1972 
Vol. 17, No. 4 
pp. 483490 

2. 
Willsky, A.S. 
IEEE Trans. on Automatic Control 
June 
1974 
Vol. 19, No. 3 
pp. 272274 

3. 
Willsky, A.S. 
IEEE Trans. on Information Theory 
Sept. 
1974 
Vol. 20, No. 5 
pp. 577583 

4. 
Willsky, A.S. 
Fourier Series and
Estimation on the Circle with Application to Synchronous CommunicationPart II: Implementation 
IEEE Trans. on Information Theory 
Sept. 
1974 
Vol. 20, No. 5 
pp. 584590 

5. 
Lo, J.T. and Willsky, A.S. 
Estimation for Rotational
Processes with One Degree of FreedomPart I: Introduction and
Continuous Time Processes 
IEEE Trans. on Automatic Control 
February 
1975 
Vol. 20, No. 1 
pp. 1021 

6. 
Willsky, A.S. and Lo, J.T. 
Estimation for Rotational
Processes with One Degree of FreedomPart II: Discrete Time Processes 
IEEE Trans. on Automatic Control 
February 
1975 
Vol. 20, No. 1 
pp. 2230 

7. 
Willsky, A.S. and Lo, J.T. 
Estimation for Rotational
Processes with One Degree of FreedomPart III: Implementation 
IEEE Trans. on Automatic Control 
February 
1975 
Vol. 20, No. 1 
pp. 3133 

8. 
Willsky, A.S. 
Invertibility of Finite Group
Homomorphic Sequential Systems 
Information and Control 
February 
1975 
Vol. 27 
pp. 126147 

9. 
Lo, J.T. and Willsky, A.S. 
Stochastic Control of
Rotational Processes with One Degree of Freedom 
SIAM Journal on Control 
July 
1975 
Vol. 13, No. 4 
pp. 886898 

10. 
Willsky, A.S. 
IEEE Trans. on Information Theory 
July 
1975 
Vol. 21, No. 4 
pp. 472474 

11. 
Willsky, A.S., Deyst, J.J., and
Crawford B.S. 
Journal of Spacecraft and Rockets 
July 
1975 
Vol. 12, No. 7 
pp. 434437 

12. 
Willsky, A.S.Marcus, S.I., and
Martin, D.N. 
On the Stochastic Stability
of Linear Systems Containing Colored Multiplicative Noise 
IEEE Trans. on Automatic Control 
Oct. 
1975 
Vol. 20 
pp. 711713 

13. 
Willsky, A.S. and Marcus, S.I. 
J. Franklin Inst. 
January 
1976 
Vol. 301 
pp. 103122 

14. 
Willsky, A.S. and Jones, H.L. 
A Generalized Likelihood
Ratio Approach to the Detection and Estimation of Jumps in Linear Systems 
IEEE Trans. on Automatic Control 
February 
1976 
Vol. 21 
pp. 108112 

15. 
Willsky, A.S. 
A Survey of Design Methods
for Failure Detection in Dynamic Systems 
Automatica 
Nov. 
1976 
Vol. 12 
pp. 601611 

16. 
Kwong, R.H.S. and Willsky, A.S. 
Optimal Filtering and
Filter Stability of Linear Stochastic Delay Systems 
IEEE Trans. Auto. Control 
April 
1977 
Vol. 22, No. 2 
pp. 196201 

17. 
Gustafson, D.E., Willsky, A.S., Wang,
J.Y., Lancaster, M.C. and Triebwasser, J.H. 
Proc. IEEE 
May 
1977 
Vol. 65, No. 5 
pp. 802804 

18. 
Deckert, J.C., Desai, M.N., Deyst,
J.J. and Willsky, A.S. 
F8 DFBW Sensor Failure
Identification Using Analytic Redundancy 
IEEE Trans. Aut. Contr. 
Oct. 
1977 
Vol.22, No. 5 
pp. 795803 

19. 
Athans, M., Castanon, D., Dunn,
K.P., Greene, C.S., Lee, W.H., Sandell, N.R., and Willsky, A.S. 
IEEE Transactions Aut. Control 
Oct. 
1977 
Vol. 22, No.5 
pp. 768780 

20. 
Marcus, S.I. and Willsky, A.S. 
Algebraic Structure and
Finite Dimensional Nonlinear Estimation 
SIAM J. Math. Anal. 
April 
1978 
Vol.9, No. 2 
pp. 312327 

21. 
Gustafson, D.E., Willsky, A.S., Wang,
J.Y., Lancaster, M.C., and Triebwasser, J.H. 
ECG/VCG Rhythm Diagnosis
Using Statistical Signal AnalysisI. Identification of Persistent Rhythms 
IEEE Trans. Biomed. Eng. 
July 
1978 
Vol. 25, No. 4 
pp. 344353 

22. 
Gustafson, D.E., Willsky, A.S., Wang,
J. T., Lancaster, M.C. and Triebwasser, J.H. 
ECG/VCG Rhythm Diagnosis
Using Statistical Signal AnalysisII. Identification of Transient Rhythms 
IEEE Trans. Biomed. Eng. 
July 
1978 
Vol. 25, No. 4 
pp. 353361 

23. 
Kwong, R.H.S. and Willsky, A.S. 
SIAM J. Control and Optimization 
July 
1978 
Vol.16, No. 4 
pp. 660681 

24. 
Willsky, A.S. 
On the Algebraic Structure of
Certain Partially Observable FiniteState Markov Processes 
Information and Control 
August 
1978 
Vol.38, No. 2 
pp. 179212 

25. 
Willsky, A.S. 
Relationships Between
Digital Signal Processing and Control and Estimation Theory 
Proc. IEEE 
Sept. 
1978 
Vol.66, No. 9. 
pp. 9961017 
792 

26. 
MierMuth, A.M. and Willsky, A.S. 
A Sequential Method for Spline Approximation
with Variable Knots 
International J. of System Science 
Sept. 
1978 
Vol. 9, No. 9 
pp. 10551067 
759 

27. 
Marcus, S.I., Willsky, A.S., and Hsu,
K. 
IEEE Trans. Aut. Control 
Oct. 
1978 
Vol.23, No. 5 
pp. 911916 

28. 
Moroney, P., Willsky, A.S., and
Houpt, P.K. 
The Digital Implementation
of Control Compensators: The Coefficient Wordlength Issue 
IEEE Trans. Aut. Control 
August 
1980 
Vol. 25, No. 4 
pp. 621630 
935 (897) 

29. 
Willsky, A.S., Chow, E.Y., Gershwin, S.B.,
Greene, C.S., Houpt, P.K., and Kurkjian, A.L. 
Dynamic ModelBased
Techniques for the Detection of Incidents on Freeways 
IEEE Trans. Aut. Control 
June 
1980 
Vol. 25, No. 3 
pp. 347360 
889 

30. 
Kurkjian, A.L., Gershwin, S.B.,
Houpt, P.K., Willsky, A.S., Chow, E.Y., and Greene, C.S. 
Estimation of Roadway Traffic
Density on Freeways Using Presence Detector Data 
Transportation Sciences 
August 
1980 
Vol. 14, No. 3 
pp. 232261 
912 

31. 
Kam, P.Y. and Willsky, A.S. 
Estimation and Control for a
Sensor Moving Along a OneDimensional Track 
International Journal of Control 
1980 
Vol. 31, No. 6 
pp. 11471159 
887 

32. 
Wall, J.E., Willsky, A.S., and
Sandell, N.R. 
Stochastics 
1981 
Vol. 5, No. 1 and 2 
pp. 141 

33. 
Washburn, R.B. and Willsky, A.S. 
Optional Sampling of
Submartingales Indexed by Partially Ordered Sets 
Annals of Probability 
1981 
Vol. 9, No. 6 
pp. 957970 
953 

34. 
Willsky, A.S., Bello, M.G., Castanon,
D.A., Levy, B.C., and Verghese, G.C. 
Combining and Updating of Local
Estimates and Regional Maps Along Sets of OneDimensional Tracks 
IEEE Trans. Aut. Control 
August 
1982 
Vol. 27, No. 4 
pp. 799813 
955 

35. 
Willsky, A.S. and Sandell, N.R. 
The Stochastic Analysis of
Dynamic Systems Moving Through Random Fields 
IEEE Trans. Aut. Control 
August 
1982 
Vol. 27, No. 4 
pp. 830838 
958 

36. 
Willsky, A.S. 
IEEE Control Systems Magazine 
Sept. 
1982 
Vol. 2 
pp. 416 
1168 

37. 
Hall, M.G., Oppenheim, A.V., and
Willsky, A.S. 
Signal Processing 
1983 
Vol.5 
pp. 267285 

38. 
Doerschuk, P.C., Gustafson, D.E., and
Willsky, A.S. 
Upper Extremity Limb Function
Discrimination Using EMG Signal Processing 
IEEE Trans. on Biomedical Engineering 
January 
1983 
Vol. 30, No. 1 
pp. 1829 

39. 
Levy, B.C., Castanon, D.A., Verghese,
G.C., and Willsky, A.S. 
A Scattering Framework for
Decentralized Estimation Problems 
Automatica 
1983 
Vol.19, No. 4 
pp. 373384 
1075 

40. 
Coderch, M., Willsky, A.S., Sastry,
S.S., and Castanon, D.A. 
Hierarchical Aggregation of
Linear Systems with Multiple Time Scales 
IEEE Trans. on Automatic Control 
Nov. 
1983 
Vol. 28, No. 11 
pp. 10171030 
1187 

41. 
Coderch, M., Willsky, A.S., Sastry,
S.S., and Castanon, D.A. 
Hierarchical Aggregation of
Singularly Perturbed Finite State Markov Processes 
Stochastics 
1983 
Vol. 8, No. 4 
pp. 259289 
1198 

42. 
Moroney, P., Willsky, A.S., and
Houpt, P.K. 
Roundoff Noise and Scaling
in the Digital Implementation of Control Compensators 
IEEE Trans. on Acoustics, Speech, and
Signal Processing 
Dec. 
1983 
Vol. 31, No. 6 
pp. 14641477 
1116 

43. 
Chow, E.Y. and Willsky, A.S. 
Analytical Redundancy and
the Design of Robust Failure Detection Systems 
IEEE Trans. on Automatic Control 
July 
1984 
Vol. 29, No. 7 
pp. 603614 
1253 

44. 
Adams, M.B., Willsky, A.S., and Levy,
B.C. 
IEEE Trans. on Automatic Control 
Sept. 
1984 
Vol. 29, No. 9 
pp. 803810 
1255 

45. 
Adams, M.B., Willsky, A.S., and Levy,
B.C. 
Linear Estimation of
Boundary Value Stochastic Processes  Part II: 1D Smoothing Problems 
IEEE Trans. on Automatic Control 
Sept. 
1984 
Vol. 29, No. 9 
pp. 811821 
1256 

46. 
Castanon, D.A., Levy, B.C., and
Willsky, A.S. 
Algorithms for the
Incorporation of Predictive Information in Surveillance Theory 
International Journal of Systems
Science 
March 
1985 
Vol. 16, No. 3 
pp. 367382 
1515 (913) 

47. 
Rossi, D.J. and Willsky, A.S. 
IEEE Trans. on Acoustics, Speech, and
Signal Processing 
August 
1984 
Vol. 32, No. 4 
pp. 886897 
1324 

48. 
Rossi, D.J. and Willsky, A.S. 
IEEE Trans. on Acoustics, Speech and
Signal Processing 
August 
1984 
Vol. 32, No. 4 
pp. 897906 
1325 

49. 
Bello, M.G., Willsky, A.S., Levy,
B.C., and Castanon, D.A. 
Smoothing Error Dynamics
and Their Use in the Solution of Smoothing and Mapping Problems 
IEEE Trans. Information Theory 
July 
1986 
Vol. 32, No. 4 
pp. 483495 

50. 
Chizeck, H.J., Willsky, A.S., and
Castanon, D.A. 
DiscreteTime MarkovianJump
Linear Quadratic Optimal Control 
Int. J. Control 
1986 
Vol.43, No. 1 
pp. 213231 
1429 

51. 
Chow, E.Y. and Willsky, A.S. 
IEEE Trans. Aerospace and Electronic
Systems 
Nov. 
1984 
Vol.20, No. 6 
pp. 761774 
1281 

52. 
Lou, X.C., Willsky, A.S., and
Verghese, G.C. 
Optimally Robust Redundancy
Relations for Failure Detection in Uncertain Systems 
Automatica 
1986 
Vol. 22, No. 3 
pp. 333344 

53. 
Tewfik, A.H., Levy, B.C., and
Willsky, A.S. 
An Eigenstructure Approach
for the Retrieval of Cylindrical Harmonics 
Signal Processing 
Sept. 
1987 
Vol. 13 
pp. 121139. 
1477 

54. 
Rougee, A., Levy, B.C., and Willsky,
A.S. 
An EstimationBased Approach
to the Reconstruction of Optical Flow 
accepted for publication in IEEE
Trans. on Path. Anal. and Mach. Intel. 
1663 

55. 
Lou, X.C., Willsky, A.S., and
Verghese, G.C. 
Algebraic Approach to Time
Scale Analysis of Singularly Perturbed Linear Systems 
International J. of Control 
1988 
Vol. 47, No. 1 
pp. 281308. 
1604 

56. 
Tewfik, A.H., Levy, B.C., and
Willsky, A.S. 
An Efficient Maximum
Entropy Technique for 2D Isotropic Random Fields 
IEEE Trans. on Acoustics, Speech, and
Sig. Proc. 
May 
1988 
Vol. 36, No. 5 
pp. 797811. 
1620 (1450) 

57. 
Lou, X.C., Verghese, G.C., Willsky,
A.S. and Coxson, P.G. 
Conditions for ScaleBased
Decompositions in Singularly Perturbed Systems 
Linear Algebra and Its Appl. 
1988 
Vol. 98 
pp. 387413 
1651 

58. 
…zveren, C.M., Verghese, G.C., and
Willsky, A.S. 
Asymptotic Orders of Reachability
in Perturbed Linear Systems 
IEEE Trans. on Automatic Control 
Oct. 
1988 
Vol. 33, No. 10 
pp. 915923 
1699 (1688) 

59. 
Weiss, A.J., Willsky, A.S., and Levy,
B.C. 
IEEE Trans. on Aerospace and
Electronic Systems 
January 
1989 
Vol. 25, No. 1 
pp. 4855 
1672 

60. 
Weiss, A.J., Willsky, A.S., and Levy,
B.C. 
Eigenstructure Approach for
Array Processing with Unknown Intensity Coefficients 
IEEE Trans. Acoustics, Speech, and
Sig. Proc 
Oct. 
1988 
Vol. 36, No. 10 
pp. 16131617. 
1673 

61. 
Weiss, A.J., Willsky, A.S., Levy,
B.C. 
Maximum Likelihood Array
Processing for the Estimation of Superimposed Signals 
Proc. of the IEEE 
February 
1988 
Vol. 76, No. 2 
pp. 203205 

62. 
Nikoukhah, R., Adams, M.B., Willsky,
A.S., and Levy, B.C. 
Circuits, Systems, and Sig. Proc. 
April 
1989 
Vol. 8, No. 1 
pp. 2548 

63. 
Rohlicek, J.R. and Willsky, A.S. 
The Reduction of Perturbed
Markov Generators: An Algorithm Exposing the Role of Transient States 
Journal of the ACM 
July 
1988 
Vol. 35, No. 3 
pp. 675696 
1493 

64. 
Nikoukhah, R., Willsky, A.S., and
Levy, B.C. 
BoundaryValue Descriptor
Systems: WellPosedness, Reachability, and Observability 
Int'l. J. of Control 
1987 
Vol. 46, No. 5 
pp. 17151737 
1626 

65. 
Rohlicek, J.R. and Willsky, A.S. 
Multiple Time Scale
Decomposition of Discrete Time Markov Chains 
Sys. and Cont. Letters 
1988 
Vol. 11 
pp. 309314 
1727 

66. 
Massoumnia, M.A., Verghese, G.C., and
Willsky, A.S. 
IEEE Trans. on Aut. Control 
March 
1989 
Vol. 34, No.3 
pp. 316321 
1578 

67. 
Chin, T.M. and Willsky, A.S. 
Stochastic Petri Net
Modeling of Wave Sequences in Cardiac Arrhythmias 
Computers and Biomed. Res. 
1989 
Vol. 22 
pp. 136159 
1715 

68. 
Tewfik, A.H., Levy, B.C., and
Willsky, A.S. 
Sampling Theorems for
TwoDimensional Isotropic Random Fields 
IEEE Trans. on Inf. Theory 
Sept. 
1988 
Vol. 34, No. 5 
pp. 10921096 
1592 

69. 
Willsky, A.S. 
Challenges to Control in
Signal Processing and Communications 
IEEE Control Systems Magazine 
April 
1987 
Vol. 7 
pp. 36 
1591 

70. 
Nikoukhah, R., Willsky, A.S., and
Levy, B.C. 
special issue of Circuits, Systems,
and Signal Processing on singular systems 
1989 
Vol. 8, No. 3 
pp. 313340 

71. 
Doerschuk, PC., Tenney, R.R., and
Willsky, A.S. 
Int'l J. Sys. Sci 
1990 
Vol 21, No. 2 
pp. 257283 
1491 

72. 
Doerschuk, P.C., Tenney, R.R., and
Willsky, A.S. 
EventBased Estimation of Interacting
Markov Chains with Applications to Electrocardiogram Analysis 
Int'l J. Sys. Sci. 
1990 
Vol.21, No. 2 
pp. 285304 
1611 

73. 
Bello, M.G., Willsky, A.S., and Levy,
B.C. 
Construction and
Applications of DiscreteTime Smoothing Error Models 
Int'l J. Control 
July 
1989 
Vol.50, No. 1 
pp. 203223 
1812 

74. 
Rossi, D.J., Willsky, A.S., and
Spielman, D.M. 
Object Shape Estimation from
Tomographic Measurements  A Performance Analysis 
Signal Processing 
1989 
Vol. 18 
pp. 6387 
1799 (1710) 

75. 
Nikoukhah, R., Levy, B.C., and
Willsky, A.S. 
IEEE Trans. on Aut. Control 
Nov. 
1989 
Vol. 34, No. 11 
pp. 11411152 
1797 (1758) 

76. 
Prince, J.L. and Willsky, A.S. 
IEEE Trans. on Patt. Anal. and Mach.
Intel. 
April 
1990 
Vol. 12, No. 4 
pp. 377389 
1704 

77. 
Levy, B.C., Adams, M.B., and Willsky,
A.S. 
Solution and Linear
Estimation of 2D NearestNeighbor Models 
special issue of Proc. of the IEEE on
multidimensional signal processing 
April 
1990 
Vol. 78, No. 4 
pp. 627641 

78. 
Tewfik, A.H., Levy, B.C., and
Willsky, A.S. 
Systems and Control Letters 
1990 
Vol. 14 
pp. 253259 
1541 

79. 
Prince, J.L. and Willsky, A.S. 
special issue of Linear Algebra and Its
Applications on reconstruction from partial information 
1990 
Vol. 130 
pp. 151191 
1841 

80. 
Chou, K.C. and Willsky, A.S. 
A MultiResolution Probabilistic
Approach to TwoDimensional Inverse Conductivity Problems 
Signal Processing 
1989 
Vol. 18, No. 3 
pp. 291311. 

81. 
Prince, J.L. and Willsky, A.S. 
Constrained Sinogram
Restoration for Limited Angle Tomography 
Optical Engineering 
May 
1990 
Vol. 29, No. 5 
pp. 535544 

82. 
…zveren, C.M. and Willsky, A.S. 
IEEE Trans. on Aut. Control 
July 
1990 
Vol. 35, No. 7 
pp. 797806. 
1861 

83. 
…zveren, C.M., Willsky, A.S., and
Antsaklis, P.J. 
Stability and
Stabilizability of Discrete Event Dynamic Systems 
Journal of the ACM 
July 
1991 
Vol. 38, No. 3 
pp. 730752. 
1853 

84. 
Nikoukhah, R., Levy, B.C., and
Willsky, A.S. 
Realization of Acausal
Weighting Patterns with BoundaryValue Descriptor Systems 
SIAM J. Control and Opt. 
March 
1991 
Vol. 29, No. 2 
pp. 420444 
1879 

85. 
Prince, J.L. and Willsky, A.S. 
Comp. Vision, Graphics, and Image
Proc.: Graphical Models and Image Processing 
Sept. 
1991 
Vol. 53, No. 5 
pp. 413427 

86. 
Ozveren, C.M. and Willsky, A.S. 
IEEE Trans on Aut. Control 
August 
1991 
Vol. 36, No. 8 
pp. 925935 
1912 (1889) 

87. 
Tewfik, A.H., Levy, B.C., and
Willsky, A.S. 
Internal Models and
Recursive Estimation for 2D Isotropic Random Fields 
IEEE Trans. on Information Theory 
July 
1991 
Vol. 37, No. 4 
pp. 1055l066 

88. 
Basseville, M., Benveniste, A., and
Willsky, A.S. 
Multiscale Autoregressive
Processes, Part I: SchurLevinson Parametrizations 
IEEE Trans. on Signal Processing 
August 
1992 
Vol. 40, No. 8 
pp. 19151934. 

89. 
Basseville, M., Benveniste, A., and
Willsky, A.S. 
Multiscale Autoregressive
Processes, Part II: Lattice Structures for Whitening and Modeling 
IEEE Trans. on Signal Processing 
August 
1992 
Vol. 40, No. 8 
pp. 19351954 

90. 
Doerschuk, P.C., Chin, T.M., and
Willsky, A.S. 
Modeling of Cardiac Rhythms:
A SignalProcessing Perspective 
J. of Electrocardiology 
1990 
Vol. 23 Supplement 
pp. 102110 

91. 
Lele, A.S., Kulkarni, S.R., and
Willsky, A.S. 
J. of Optical Soc. of America A 
Oct. 
1992 
Vol. 9, No. 10 
pp. 16931714 
2005 

92. 
…zveren, C.M. and Willsky, A.S. 
Aggregation and MultiLevel
Control in Discrete Event Dynamic Systems 
Automatica 
May 
1992 
Vol.28, No. 3 
pp. 565577 
1949 (1902) 

93. 
Nikoukhah, R., Willsky, A.S., and
Levy, B.C. 
Int'l. J. of Control 
1991 
Vol. 54, No. 3 
pp. 635663. 

94. 
Chin, T.M., Karl, W.C., and Willsky,
A.S. 
invited paper for the special issue
of Signal Processing on Multidimensional Signal Processing 
August 
1992 
Vol. 28 
pp. 311333 
2081 

95. 
…zveren, C.M., and Willsky, A.S. 
Tracking and Restrictability
in Discrete Event Dynamic Systems 
SIAM J. Control and Opt. 
Nov. 
1992 
Vol. 30, No. 6 
pp. 14231446 
1894 

96. 
Basseville, M., Benveniste, A., Chou,
K.C., Golden, S.A., Nikoukhah, R., and Willsky, A.S. 
Modeling and Estimation of
Multiresolution Stochastic Processes and Random Fields 
special issue of the IEEE Trans. on
Inf. Theory on wavelet transforms and multiresolution signal analysis 
March 
1992 
Vol. 38, No. 2 
pp. 766784 
1914 

97. 
Nikoukhah, R., Willsky, A.S., and
Levy, B.C. 
Kalman Filtering and
Riccati Equations for Descriptor Systems 
IEEE Trans. on Automatic Control 
Sept. 
1992 
Vol. 37, No. 9 
pp. 13251342 
2017 (1954) 

98. 
…zveren, C.M., and Willsky, A.S. 
Math. of Control, Signals, and
Systems 
1992 
Vol. 5, No. 4 
pp. 365390. 
1895 

99. 
Daubechies, I., Mallat, S., and
Willsky, A.S. 
Introduction to the Special
Issue on Wavelet Transforms and Multiresolution Signal Analysis 
IEEE Trans. on Information Theory 
March 
1992 
Vol. 38, No. 2 
pp. 529532. 

100. 
Chin, T.M., Karl, W.C., and Willsky,
A.S. 
Probabilistic and
Sequential Computation of Optical Flow Using Temporal Coherence 
IEEE Trans. on Image Processing 
Nov. 
1994 
Vol. 3, No. 6 
pp. 773788 
2174 

101. 
Chou, K.C., Willsky, A.S., and
Benveniste, A.B. 
Multiscale Recursive Estimation,
Data Fusion, and Regularization 
IEEE Trans. on Automatic Control 
March 
1994 
Vol. 39, No. 3 
pp. 464478 
2085 

102 
Chou, K.C., Willsky, A.S., and
Nikoukhah, R. 
IEEE Trans. on Automatic Control 
March 
1994 
Vol. 39, No. 3 
pp. 479492 
2152 

103. 
Chou, K.C., Golden, S.A., and
Willsky, A.S. 
Multiresolution Stochastic
Models, Data Fusion, and Wavelet Transforms 
Signal Processing 
Dec. 
1993 
Vol. 34, No. 3 
pp. 257282 
2110 

104. 
Benveniste, A., Nikoukhah, R., and Willsky,
A.S. 
IEEE Trans. on Circuits and Systems 
January 
1994 
Vol. 41 
pp. 215 
2086 (1953) 

105. 
Luettgen, M.R., Karl, W.C., and
Willsky, A.S. 
Efficient Multiscale
Regularization with Applications to the Computation of Optical Flow 
IEEE Trans. on Image Processing 
January 
1994 
Vol. 3, No. 1 
pp. 4164 
2175 

106. 
Luettgen, M.R., Karl, W.C., Willsky,
A.S., and Tenney, R.R. 
special issue of the IEEE Trans. on
Signal Processing on Wavelet Transforms 
Dec. 
1993 
Vol. 41, No. 12 
pp. 33773396 
2157 (2130) 

107. 
Prince, J.L. and Willsky, A.S. 
Hierarchical
Reconstruction Using Geometry and Sinogram Restoration 
IEEE Transactions on Image Processing 
July 
1993 
Vol. 2, No. 3 
pp. 401416 
2094 

108. 
Karl, W.C., Verghese, G.C., and
Willsky, A.S. 
CVGIP: Graphical Models and Image
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March 
1994 
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Luettgen, M.R. and Willsky, A.S. 
IEEE Trans. on Aut. Cont. 
January 
1995 
Vol. 40, No. 1 
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110. 
Milanfar, P., Verghese, G.C., Karl,
W.C., and Willsky, A.S. 
Polygon Reconstructions from
Moments with Connections to Array Processing 
IEEE Trans. on Sig. Proc. 
February 
1995 
Vol. 43, No. 2 
pp. 432443 
2209 

111. 
Fieguth, P.W., Karl, W.C., Willsky,
A.S., and Wunsch, C. 
Multiresolution Optimal
Interpolation and Statistical Analysis of TOPEX/POSEIDON Satellite Altimetry 
IEEE Trans. on Geosci. and Remote
Sensing 
March 
1995 
Vol. 33, No. 2 
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2271 

112. 
Jaggi, S., Karl, W.C., and Willsky,
A.S. 
Estimation of Dynamically
Evolving Ellipsoids with Applications to Medical Imaging 
IEEE Trans. on Med. Imaging 
June 
1995 
Vol. 14, No. 2 
pp. 249258 

113. 
Nikoukhah, R., Taylor, D., Levy,
B.C., and Willsky, A.S. 
Graph structure and
recursive estimation of noisy linear relations 
J. of Math. Syst., Est., and Cont. 
1995 
Vol. 5, No. 4 
pp 137. 

114. 
Miller, E.L. and Willsky, A.S. 
A multiscale approach to sensor
fusion and the solution of linear inverse problems 
Applied and Computational Harmonic
Analysis 
1995 
Vol. 2, No. 2 
pp. 127147 
2220 

115. 
Chin, T.M. Karl, W.C., and Willsky,
A.S. 
A Distributed and
Iterative Method for Square Root Filtering in SpaceTime Estimation 
Automatica 
1995 
Vol.31, No. 1 
pp. 6782 
2226 

116. 
Miller, E.L. and Willsky A.S. 
Radio Science 
1996 
Vol.31, No. 1 
pp. 5156 

117. 
Allen, T.G., Luettgen, M.R., and
Willsky, A.S. 
Multiscale Approaches to
Moving Target Detection in Image Sequences 
special issue of Optical Engineering,
on adaptive wavelet transforms 
July 
1994 
Vol. 33, No. 7 
pp. 22482254 

118. 
Bhatia, M., Karl, W.C., and Willsky,
A.S. 
A WaveletBased Method for
Multiscale Tomographic Reconstruction 
IEEE Trans. on Medical Imaging 
February 
1996 
Vol. 15, No. 1 
pp. 92  101 
2182 

119. 
Milanfar, P., Karl, W.C., and
Willsky, A.S. 
A MomentBased Variational
Approach to Tomographic Reconstruction 
IEEE Trans. on Image Proc. 
March 
1996 
Vol. 5, No. 3 
pp. 459470 
2221 

120. 
Milanfar, P., Karl, W.C., and
Willsky, A.S. 
Reconstructing Binary Polygonal
Objects from Projections: A Statistical View 
CVGIP: Graphical Models and Image
Processing 
Sept. 
1994 
Vol. 56, No. 5 
pp. 371391 

121. 
Luettgen, M.R. and Willsky, A.S. 
IEEE Trans. on Image Processing 
February 
1995 
Vol. 4, No. 2 
pp. 194207 
2186 

122. 
Fosgate, C.H., Krim, H., Irving, W.W.,
Karl, W.C., and Willsky, A.S. 
Multiscale Segmentation
and Anomaly Enhancement of SAR Imagery 
special issue of the IEEE Trans. on
Image Processing on Automatic Target Recognition 
January 
1997 
Vol. 6, No. 1 
pp. 720 
2327 

123. 
Belcastro, L., Karl, W.C., and
Willsky, A.S. 
Tomographic Reconstruction
of Polygons from Knot Locations and Chord Length Measurements 
Graphical Models and Image Processing 
May 
1996 
Vol. 58, No. 3 
pp. 233245 

124. 
Irving, W.W., Novak, L.M., and
Willsky, A.S. 
IEEE Trans. on Aerospace and
Electronic Systems 
Oct. 
1997 
Vol. 33, No. 4 
pp. 11571169 

125. 
Bhatia, M., Karl, W.C., Willsky, A.S. 
Tomographic Reconstruction
and Estimation Based on Multiscale NaturalPixel Bases 
IEEE Trans. on Image Processing 
March 
1997 
Vol. 6, No. 3 
pp. 463478 

126. 
Miller, E.L. and Willsky, A.S. 
special issue of Multidimensional
Systems and Signal Processing on wavelets and multiresolution analysis 
1997 
Vol 8 
pp. 151184 

127. 
Miller, E.L. and Willsky, A.S. 
A Multiscale Statistically
Based Inversion Scheme for the Linearized Inverse Scattering Problems 
IEEE Trans. on Geoscience and Remote
Sensing 
March 
1996 
Vol. 34, No. 2 
pp. 346357 
2270 

128. 
Learned, R., Willsky, A.S., and
Boroson, D.M. 
Low Complexity Optimal Joint
Detection for Oversaturated Multiple Access Communications 
special issue of the IEEE Trans. on
Signal Processing on signal processing for advanced communications 
January 
1997 
Vol. 45, No. 1 
pp. 113123 
2449 (2337) (2315) 

129. 
Learned, R. and Willsky, A.S. 
A Wavelet Packet Approach
to Transient Signal Classification 
Applied and Computational Harmonic
Analysis 
1995 
Vol. 2, No. 3 
pp. 265278 
2199 

130. 
Fieguth, P.W. and Willsky, A.S. 
IEEE Trans. on Signal Processing 
May 
1996 
Vol. 44, No. 5 
pp. 12971300 
2287 

131. 
Daniel, M. and Willsky, A.S. 
IEEE Trans. on Circuits and Systems
II 
July 
1997 
Vol. 44, No. 7 
pp. 549563 
2294 

132. 
Daniel, M. and Willsky, A.S. 
invited paper in the special issue of
the Proceedings of the IEEE on data fusion 
January 
1997 
Vol. 85, No. 1 
pp. 164183 
2373 

133. 
Karl, W.C., Kulkarni, S.R., Verghese,
G.C., and Willsky, A.S. 
special issue of J. of Mathematical
Imaging and Vision on topology and geometry in computer vision 
June 
1996 
Vol. 6, Nos. 23 
pp. 249267 
2201 

134. 
Kaufhold, J., Schneider, M.K., Karl,
W.C, and Willsky, A.S. 
A Statistical Method for
Efficient Segmentation of MR Imagery 
special issue of the Intl'l. J. of
Pattern Recog. and Artificial Intell. on processing of MRI imagery 
1997 
Vol. 11, No. 8 
pp. 12131231 

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Irving, W.W., Fieguth, P.W., and
Willsky, A.S. 
An Overlapping Tree
Approach to Multiscale Stochastic Modeling and Estimation 
IEEE Trans. on Image Processing 
Nov. 
1997 
Vol. 6, No. 11 
pp. 15171529 

136. 
Menememlis, D., Fieguth, P.W.,
Wunsch, C., and Willsky, A.S. 
Adaptation of a Fast Optimal
Interpolation Algorithm to the Mapping of Oceanographic Data 
Journal of Geophysical Research 
May 
1997 
Vol. 102 
pp. 10,57310,584 

137. 
Fieguth, P.W., Menememlis, D., Ho,
T., Willsky, A.S. and Wunsch, C. 
Mapping Mediterranean
Altimeter Data with a Multiresolution Optimal Interpolation Algorithm 
Journal of Atmospheric and Oceanic
Technology 
April 
1998 
Vol. 15 
pp. 535546. 

138. 
Fieguth, P.W., Karl, W.C., and
Willsky, A.S. 
Efficient Multiresolution
Counterparts to Variational Methods in Surface Reconstruction 
Computer Vision and Image
Understanding 
May 
1998 
Vol. 70, No. 2 
pp. 157176 

139. 
Frakt, A.B., Karl, W.C., and Willsky,
A.S. 
A Multiscale Hypothesis
Testing Approach to Anomaly Detection and Localization from Tomographic Data 
IEEE Trans. on Image Processing 
June 
1998 
Vol. 7, No. 6 
pp. 825837 
2369 

140. 
Jaggi, S., Karl, W.C., Mallat, S.M.,
and Willsky, A.S. 
Applied and Computational Harmonic
Analysis 
1998 
Vol. 5 
pp. 428449 
2371 

141. 
Jaggi, S., Karl, W.C., Mallat, S.M.,
and Willsky, A.S. 
Pattern Recognition 
1999 
Vol. 32 
pp. 753771 

142. 
Irving, W.W. and Willsky, A.S. 
A Canonical Correlations Approach
to Multiscale Stochastic Realization 
IEEE Trans. on Automatic Control 
Oct. 
2001 
Vol. 46, No. 10 
pp. 15141528 

143. 
Daniel, M.M. and Willsky, A.S. 
The Modeling and Estimation
of Statistically SelfSimilar Processes in a Multiresolution Framework 
the special issue of the IEEE Trans.
on Information Theory on multiscale statistical analysis and its applications 
April 
1999 
Vol. 45, No. 3 
pp. 955970 

144. 
Daoudi, K., Frakt, A., and Willsky,
A.S. 
the special issue of the IEEE Trans.
on Information Theory on multiscale statistical analysis and its applications 
April 
1999 
Vol. 45, No. 3 
pp. 828845. 
2437 

145. 
Pollak, I., Willsky, A.S., and Krim,
H. 
Image Segmentation and Edge
Enhancement with Stabilized Inverse Diffusion Equations 
IEEE Trans. on Image Procssing. 
February 
2000 
Vol. 9, No. 2 
pp. 256266. 
2368 

146. 
Karl, W.C., Kennedy, D.N., Worth,
A.J., Pien, H.H., and Willsky, A.S. 
Editorial, in special
issue on Processing of MR Images of the Human Brain 
special issue of Int'l. J. of Pattern
recognition and Artificial Intelligence 
Dec. 
1997 
Vol. 11, No. 8 
pp. 11571160. 

147. 
Schneider, M., Fieguth, P.W., Karl,
W.C., and Willsky, A.S. 
Multiscale Methods for the
Segmentation and Reconstruction of Signals and Images 
IEEE Trans. on Image Processing 
March 
2000 
Vol. 9, No. 3 
pp. 456468 
2378 

148. 
Daniel, M.M., Willsky, A.S., and
McLaughlin, D. 
A Multiscale Approach for
Estimating Solute Travel Time Distributions 
Advances in Water Resources 
2000 
Vol. 23 
pp. 653665. 

149. 
M.J. Wainwright, E. Simoncelli, and
A.S. Willsky 
Random Cascades on Wavelet Trees
and Their Use in Analyzing and Modeling Natural Images 
special issue of Applied and
Computational Harmonic Analysis on wavelet applications 
2001 
Vol. 11 
pp. 89123 

150. 
Ho, T.T., Fieguth, P.W., and Willsky,
A.S. 
Computationally Efficient
SteadyState Multiscale Estimation for 1D Diffusion Processes 
Automatica 
March 
2001 
Vol. 37 
pp. 325340 

151. 
Frakt, A. and Willsky, A.S. 
Computationally Efficient
Stochastic Realization for Internal Multiscale Autoregressive Models 
Multidimensional Signal Processing 
2001 
Vol. 12 
pp. 109142 

152. 
Schneider, M.K. and Willsky, A.S. 
SIAM J. Sci. Comput. 
February 
2001 
Vol. 22, No. 5 
pp. 18401864 

153. 
Yezzi, A., Tsai, A., and Willsky,
A.S. 
A Fully Global Approach
to Image Segmentation via Coupled Curve Evolution Equations 
Journal of Visual Communication and
Image Representation on partial differential equations in image processing 
March 
2002 
Vol. 13, No. 1 
pp. 195216 

154. 
Tsai, A., Yezzi, A., and Willsky,
A.S. 
IEEE Trans. on Image Processing 
August 
2001 
Vol. 10, No. 8 
pp. 11691186 

155. 
Willsky, A.S. 
Multiresolution Markov Models
for Signal and Image Processing 
Proceedings of the IEEE (2004 Fink
Prize Paper Award) 
August 
2002 
Vol.90, No. 8 
pp. 13961458 

156. 
Tsai, A., Zhang, J., and Willsky,
A.S. 
Optical Engineering 
July 
2001 
Vol. 40, No. 7 
pp. 12871301 

157. 
Richards, J.A., Willsky, A.S., and
Fisher, J.W. 
Optical Engineering 
January 
2002 
Vol. 41, No. 1 
pp. 150166 

158. 
Kim, A.J., Fisher, J.W., and Willsky,
A.S. 
Detection and Analysis of
Anisotropic Scattering in SAR Data 
special issue of Multidimensional
Systems and Signal Processing on Radar Signal Processing and Its Applications 
January 
2003 
Vol. 14, No. 13 
pp. 4982 

159. 
Fisher, J.W., Wainwright, M.J.,
Sudderth, E., and Willsky, A.S. 
in the special issue of Int'l. J. of
HighPerformance Comp. Appl. on sensor networks 
Sept. 
2002 
Vol.16, No. 3 
pp. 337353 

160. 
Frakt, A.B., LevAri, H., and
Willsky, A.S. 
IEEE Trans. on Information Theory 
February 
2003 
Vol. 49, No. 2 
pp. 411424 

161. 
M.K. Schneider and A.S. Willsky 
A Krylov Subspace Method
for Covariance Approximation and Simulation of Random Processes 
Multidimensional Systems and Signal
Processing 
Oct. 
2003 
Vol. 14, No. 4 
pp. 295318 

162. 
Tsai, A., Yezzi, A., Wells, W.,
Tempany, C., Tucker, D., Fan, A., Grimson, W.E.L., and Willsky, A.S. 
A ShapeBased Approach to
the Segmentation of Medical Imagery Using Level Sets 
IEEE Trans. on Medical Imaging 
February 
2003 
Vol. 22, No. 2 
pp. 137154 

163. 
M.J. Wainwright, T.S. Jaakkola, and
A.S. Willsky 
TreeBased
Reparametrization Framework for Approximate Estimation on Graphs with Cycles 
IEEE Trans. on Information Theory 
May 
2003 
Vol. 49, No. 5 
pp. 11201146 

164. 
M.J. Wainwright, T.S. Jaakkola, and
A.S. Willsky 
Tree Consistency and Bounds
on the Performance of the MaxProduct Algorithm and Its Generalizations 
Statistics & Computing 
April 
2004 
Vol. 14, No. 2 
pp. 143166 

165. 
E. Sudderth, M.J. Wainwright, and
A.S. Willsky 
Embedded Trees: Estimation
of Gaussian Processes on Graphs with Cycles 
IEEE Transactions on Signal
Processing 
Nov. 
2004 
Vol. 52, No. 11 
pp. 31363150 

166. 
M.J. Wainwright, T.S. Jaakkola, and
A.S. Willsky 
AISTATS 
2003 
Vol. 9 

167. 
A. Tsai, W. Wells, C. Tempany, W.E.L.
Grimson, and A.S. Willsky 
Mutual Information in
Coupled Multishape Model for Medical Image Segmentation 
Medical Image Analysis 
Dec. 
2004 
Vol. 8, No. 4 
pp. 429445 

168. 
A.B. Hamza, Y. He, H. Krim, and A.S.
Willsky 
in the special issue of Journal of Integrated
ComputerAided Engineering, dedicated to Prof. Enders A. Robinson 
January 
2005 
Vol. 12, No. 1 
pp. 135146 

169. 
A.T. Ihler, J.W. Fisher III, and A.S.
Willsky 
special issue of IEEE Trans. on
Signal Processing on machine learning methods 
August 
2004 
Vol. 52, No. 8 
pp. 22342249 

170. 
I.T. Pollak, A.S. Willsky, and Y.
Huang 
Nonlinear Evolution
Equations as Fast and Exact Solvers of Estimation Problems 
IEEE Trans. on Signal Processing 
February 
2005 
Vol. 53, No. 2 
pp. 484498 

171. 
J. Kim, J.W. Fisher, A. Yezzi, M.
Cetin, and A.S. Willsky 
IEEE Trans. on Image Processing 
Oct. 
2005 
Vol. 14, No. 10 
pp. 14861502 

172. 
R.O. Dror, A.S. Willsky, and E.H.
Adelson 
special issue of the Journal of Vision
on Color and Material Perception in Complex Scenes 
2004 
Vol. 4, No. 9 
pp. 821837 

173. 
L. Chen, M.J. Wainwright, M. Cetin,
and A.S. Willsky 
Data Association Based on Optimization
in Graphical Models with Applications to Sensor Networks 
the special issue of Mathematical and
Computer Modelling optimization and control for military applications 
May 
2006 
Vol. 43, No. 910 
pp. 11141135 

174. 
A.T. Ihler, J.W. Fisher III, R.L.
Moses, and A.S. Willsky 
Nonparametric Belief
Propagation for SelfLocalization of Sensor Networks 
IEEE J. on Select Areas in
Communications, special issue on Distributed Collaborative Sensor Networks 
April 
2005 
Vol. 23, No. 4 
pp. 809819 
2600 

175. 
D.M. Malioutov, M. Cetin, and A.S.
Willsky 
A Sparse Signal
Reconstruction Perspective for Source Localization with Sensor Arrays 
IEEE Trans. on Signal Processing 
August 
2005 
Vol. 53, No. 8 (Part II) 
pp. 30103022 

176. 
A. Tsai, W.M. Wells, S.K. Warfield,
and A.S. Willsky 
An EM Algorithm for Shape
Classification Based on Level Sets 
Medical Image Analysis. 
2005 
Vol. 9 
pp. 491502 

177. 
A.T. Ihler, J.W. Fisher III, and A.S.
Willsky 
Loopy Belief Propagation:
Convergence and Effects of Message Errors 
Journal of Machine Learning Research 
May 
2005 
Vol. 6 
pp. 905936 

178. 
M. Cetin, W.C. Karl, and A.S. Willsky 
Optical Engineering 
January 
2006 
Vol. 45 
pp. 017003111 

179. 
M.J. Wainwright, T.S. Jaakkola, and
A.S. Willsky 
MAP Estimation Via
Agreement on Trees: MessagePassing and Linear Programming Approaches 
IEEE Trans. on Information Theory 
Nov. 
2005 
Vol. 51, No. 11 
pp. 36973717 

180. 
M.J. Wainwright, T.S. Jaakkola, and
A.S. Willsky 
IEEE Trans. on Information Theory 
July 
2005 
Vol. 51, No. 7 
pp. 23132335 

181. 
W. Sun, M. Cetin, W.C. Thacker, T.M.
Chin, and A.S. Willsky 
IEEE Trans. on Geoscience and Remote
Sensing 
February 
2006 
Vol. 44, No. 2 
pp. 336350 

182. 
L. Srinivasan, U.T. Eden, A.S.
Willsky, E.N. Brown 
A StateSpace Analysis for
Reconstruction of GoalDirected Movements Using Neural Signals 
Neural Computation 
Oct. 
2006 
Vol. 18 
pp. 24652494 

183. 
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 
special issue of the IEEE Signal
Processing Magazine on Distributed Signal Processing in Sensor Networks 
July 
2006 
Vol. 23, No. 4 
pp. 4255 

184. 
E.B. Fox, J.W. Fisher III, and A.S.
Willsky 
Detection and Localization
of Material Releases with Sparse Sensor Configurations 
IEEE Transactions on Signal
Processing 
May 
2007 
Vol. 55, No. 5 
pp. 18861898 

185. 
D.M. Malioutov, J.Johnson, and A.S.
Willsky 
WalkSums and Belief
Propagation in Gaussian Graphical Models 
Journal of Machine Learning Research 
Oct. 
2006 
Vol. 7 
pp. 20312064 

186. 
J.L. Williams, J.W. Fisher, III, and A.S.
Willsky 
Approximate Dynamic
Programming for CommunicationConstrained Sensor Network Management 
IEEE Trans. on Signal Processing 
August 
2007 
Vol. 55, No. 8 
pp. 43004311 
2637 

187. 
J. Kim, M. Cetin, and A.S. Willsky 
Nonparametric Shape Priors
for Active ContourBased Image Segmentation 
Signal Processing 
December 
2007 
Vol. 87, No. 12 
pp. 30213044 

188. 
V. Chandrasekaran, J. Johnson, and
A.S. Willsky 
Estimation in Gaussian
Graphical Models Using Tractable Subgraphs: A WalkSum Analysis 
IEEE Transactions on Signal
Processing 
May 
2008 
Vol 56, No.5 
pp. 19161930 
2747 

189. 
E.B. Sudderth, A. Torralba, W.T.
Freeman, and A.S. Willsky 
Describing Visual Scenes
Using Transformed Objects and Parts 
special issue of the International
Journal of Computer Vision on Learning for vision and vision for learning 
March 
2008 
Vol. 77 
pp. 291330 

190. 
J. Johnson and A.S. Willsky 
A Recursive
ModelReduction Method for Approximate Inference in Gaussian Markov Random
Fields 
IEEE Trans. on Image Processing 
January 
2008 
Vol. 17, No. 1 
pp. 7083 

191. 
M.J. Choi, V. Chandrasekaran, D.M.
Malioutov, J.K. Johnson, and A.S. Willsky 
Multiscale Stochastic
Modeling for Tractable Inference and Data Assimilation 
Computer Methods in Applied Mechanics
and Engineering 
2008 
Vol. 197 
pp. 34923515 

192. 
W. Sun, M. Cetin, R. Chan, V., and
A.S. Willsky 
Learning the Dynamics and
TimeRecursive Boundary Detection of Deformable Objects 
IEEE Trans. on Image Processing 
November 
2008 
Vol. 17, No. 11 
pp. 21862200 

193. 
K.R. Varshney, M. Cetin, J.W. Fisher,
III, and A.S. Willsky 
Sparse Representation in
Structured Dictionaries with Application to Synthetic Aperture Radar 
IEEE Trans. on Signal Processing 
August 
2008 
Vol. 56, No. 8 
pp. 35483561 

194. 
O.P. Kreidl and A.S. Willsky 
An Efficient
MessagePassing Algorithm for Optimizing Decentralized Detection Networks 
IEEE Trans. on Automatic Control 
March 
2010 
Vol. 55, No. 3 
pp. 563578 
2726 

195. 
D.M. Malioutov, J. Johnson, M.J.
Choi, and A.S. Willsky 
LowRank Variance
Approximation in GMRF Models: Single and MultiScale Approaches 
IEEE Trans. on Signal Processing 
October 
2008 
Vol. 56, No. 10 Part I 
pp. 46214634 

196. 
S. Sanghavi, D. Shah, and A.S.
Willsky 
IEEE Trans. on Information Theory 
November 
2009 
Vol. 55, No. 11 
pp. 48224834 

197. 
M.J. Choi, V. Chandrasekaran, and
A.S. Willsky 
Gaussian Multiresolution
Models: Exploiting Sparse Markov and Covariance Structure 
IEEE Trans. on Signal Processing 
March 
2010 
Vol. 58, No. 3 
pp. 10121024 
2806 

198. 
D. Malioutov, S. Sanghavi, and A.S.
Willsky 
IEEE Journal on Selected Topics in
Signal Processing 
April 
2010 
Vol. 4, No. 2 
pp. 435444 

199. 
K.R. Varshney and A.S. Willsky 
J. of Machine Learning Research 
February 
2010 
Vol. 11 
pp. 491516 

200. 
V.Y.F. Tan, A. Anandkumar, and A.S.
Willsky 
Learning Gaussian Tree
Models: Analysis of Error Exponents and Extremal Structures 
IEEE Trans. on Signal Processing 
May 
2010 
Vol. 58, No. 5 
pp. 27012714 

201. 
E.B. Fox, E.B. Sudderth, M.I. Jordan,
and A.S. Willsky 
special issue of the IEEE Signal
Processing Magazine on graphical models in signal processing 
November 
2010 
Vol. 27, No. 6 
pp. 4354 

202. 
E.B. Sudderth, A.T. Ihler, M. Isard,
W.T. Freeman, and A.S. Willsky 
invited paper for Communications of the ACM 
2010 
Vol. 53, No. 10 
pp. 95103 

203. 
V.Y.F. Tan, S. Sanghavi, J.W. Fisher,
and A.S. Willsky 
Learning Graphical Models
for Hypothesis Testing and Classification 
IEEE Trans. on Signal Processing 
November 
2010 
Vol. 58, No. 11 
pp. 54815495 

204. 
E.B. Fox, E.B. Sudderth, M.I. Jordan,
and A.S. Willsky 
Annals
of Applied Statistics 
2011 
Vol 5, No. 2A 
pp. 10201056. 

205. 
E.B. Fox, E.B. Sudderth, M.I. Jordan,
and A.S. Willsky 
Bayesian
Nonparametric Inference of Switching Dynamic Linear Models 
IEEE Trans. on Signal Processing 
April 
2011 
Vol. 59, No. 4 
pp. 15691585. 

206. 
V. Chandrasekaran, S. Sanghavi, P.
Parrilo, and A.S. Willsky 
RankSparsity Uncertainty Principles
and Matrix Decompositions 
SIAM J. on
Optimization 
2012 
Vol. 21, No. 2 
pp. 572596. 

207. 
V.Y.F. Tan, A. Anandkumar, L. Tong,
and A.S. Willsky 
A
LargeDeviation Analysis for the MaximumLikelihood Learning of Markov Tree
Structures 
IEEE Trans. on Information Theory 
March 
2011 
Vol. 57, No. 3 
pp. 17141735. 

208. 
S. Sanghavi, D. Malioutov, and A.S.
Willsky 
Belief
Propagation and LP Relaxation for Weighted Matching in General Graphs 
IEEE Trans. on
Information Theory 
April 
2011 
Vol 57,
No. 4 
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209. 
M.J. Choi, V.Y.F.
Tan, A. Anandkumar, and A.S. Willsky 

May 
2011 
Vol. 12 
pp. 17711812 

210. 
V.Y.F. Tan, A.
Anandkumar, and A.S. Willsky 
Learning HighDimensional
Markov Forest Distributions: Analysis of Error Rates 

May 
2011 
Vol. 12 
pp. 17141735 

211. 
K.R. Varshney and
A.S. Willsky 
Linear Dimensionality Reduction for
MarginBased Classification: HighDimensional Data and Sensor Networks 

June 
2011 
Vol. 59, No. 6 
pp. 24962512 

212. 
V. Chandrasekaran,
P. Parrilo, and A.S. Willsky 
SIAM Review 
2012 
Vol. 54, No. 3 
pp. 513541 

213. 
M.J. Choi, J.L.
Lim, A. Torralba, and A.S. Willsky 
IEEE
Trans. on Pattern Analysis and Machine Intelligence 
Feb. 
2012 
Vol. 34, No. 2 
pp. 240252 

214. 
M.J. Choi, A.
Torralba, and A.S. Willsky 

2012 
Vol. 33 
pp. 853862 

215. 
V. Chandrasekaran,
P.A. Parrilo, and A.S. Willsky 
Latent Variable Graphical Model
Selection via Convex Optimization 
Annals of Statistics (with special designation as a ̉discussion paper)

2012  Vol. 40, No. 4  pp. 19351967  
216. 
Y. Liu, V.
Chandrasekaran, A. Anandkumar, and A.S. Willsky 
Feedback Message Passing for Inference in Gaussian Graphical Models 
IEEE Trans. on Signal Processing. 
2012 
Vol. 60, No. 8 

217. 
A. Anandkumar, V.Y.F. Tan, F. Huang, and A.S. Willsky 
HighDimensional Structure Estimation
in Ising Models: Local Separation Criterion

Annals
of Statistics 
2012 
Vol. 40, No. 3 
pp. 13461375 

218. 
A. Anandkumar, V.Y.F. Tan, and A.S. Willsky 
HighDimensional Gaussian Graphical Model Selection: WalkSummability and Local Separation Criterion 
Journal
of Machine Learning Research 
Aug






219.  J. Saunderson, V. Chandrasekaran, P. Parrilo and A. S. Willsky  Diagonal and LowRank Matrix  accepted for publication in SIAM J. on Matrix Analysis and Applications  Dec  2012  
220.  V. Chandrasekaran, B. Recht, P.A. Parrilo, and A.S. Willsky  The Convex Geometry of Linear Inverse Problems  Foundations of Computational Mathematics  Dec  2012  Vol. 12, No. 6  
221.  Johnson, M.J. and Willsky, A.S.  Bayesian Nonparametric Hidden SemiMarkov Models  Journal of Machine Learning Research  Feb  2013  Vol. 14  pp. 673701  
222.  Cetin, M., Stojanovic, I., Onhon, N.O,, Varshney, K.R., Samadi, S., Karl, W.C., and Willsky, A.S.  SparsityDriven Synthetic Aperture Radar Imaging  special issue of IEEE Signal Processing Magazine on Recent Advances in SAR Imaging  July  2014  Vol. 31, No. 4,  pp. 2740  
223.  Y. Liu and A.S. Willsky  Sampling from Gaussian Markov Random Fields Using Stationary and NonStationary Subgraph Perturbations  accepted for publication in IEEE Trans. on Signal Processing  2014  