Publications of Alan S. Willsky

BOOKS

pubnum authors title pubinfo month year
1. Willsky, A.S. Digital Signal Processing and Control and Estimation Theory--Points 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 Prentice-Hall, Inc., Englewood Cliffs, NJ Nov. 1982
3. Oppenheim, A.V., and Willsky, A.S., with S. Hamid Nawab Signals and Systems Prentice-Hall, Inc., Englewood Cliffs, NJ August 1996

ARTICLES

pubnum

authors

title

pubinfo

month

year

volno

pages

LIDSno

1.

Brockett, R.W. and Willsky, A.S.

Finite Group Homomorphic Sequential Systems

IEEE Trans. on Automatic Control

August

1972

Vol. 17, No. 4

pp. 483-490

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2.

Willsky, A.S.

On the Invertibility of Linear Systems

IEEE Trans. on Automatic Control

June

1974

Vol. 19, No. 3

pp. 272-274

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3.

Willsky, A.S.

Fourier Series and Estimation on the Circle with Applications to Synchronous Communication--Part I: Analysis

IEEE Trans. on Information Theory

Sept.

1974

Vol. 20, No. 5

pp. 577-583

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4.

Willsky, A.S.

Fourier Series and Estimation on the Circle with Application to Synchronous Communication--Part II: Implementation

IEEE Trans. on Information Theory

Sept.

1974

Vol. 20, No. 5

pp. 584-590

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5.

Lo, J.T. and Willsky, A.S.

Estimation for Rotational Processes with One Degree of Freedom--Part I: Introduction and Continuous Time Processes

IEEE Trans. on Automatic Control

February

1975

Vol. 20, No. 1

pp. 10-21

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6.

Willsky, A.S. and Lo, J.T.

Estimation for Rotational Processes with One Degree of Freedom--Part II: Discrete Time Processes

IEEE Trans. on Automatic Control

February

1975

Vol. 20, No. 1

pp. 22-30

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7.

Willsky, A.S. and Lo, J.T.

Estimation for Rotational Processes with One Degree of Freedom--Part III: Implementation

IEEE Trans. on Automatic Control

February

1975

Vol. 20, No. 1

pp. 31-33

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8.

Willsky, A.S.

Invertibility of Finite Group Homomorphic Sequential Systems

Information and Control

February

1975

Vol. 27

pp. 126-147

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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. 886-898

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10.

Willsky, A.S.

Estimation and Detection of Signals in Multiplicative Noise

IEEE Trans. on Information Theory

July

1975

Vol. 21, No. 4

pp. 472-474

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11.

Willsky, A.S., Deyst, J.J., and Crawford B.S.

Two Self-Test Methods Applied to an Inertial System Problem

Journal of Spacecraft and Rockets

July

1975

Vol. 12, No. 7

pp. 434-437

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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. 711-713

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13.

Willsky, A.S. and Marcus, S.I.

Analysis of Bilinear Noise Models in Circuits and Devices

J. Franklin Inst.

January

1976

Vol. 301

pp. 103-122

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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. 108-112

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15.

Willsky, A.S.

A Survey of Design Methods for Failure Detection in Dynamic Systems

Automatica

Nov.

1976

Vol. 12

pp. 601-611

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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. 196-201

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17.

Gustafson, D.E., Willsky, A.S., Wang, J.-Y., Lancaster, M.C. and Triebwasser, J.H.

A Statistical Approach to Rhythm Diagnosis of Cardiograms

Proc. IEEE

May

1977

Vol. 65, No. 5

pp. 802-804

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18.

Deckert, J.C., Desai, M.N., Deyst, J.J. and Willsky, A.S.

F-8 DFBW Sensor Failure Identification Using Analytic Redundancy

IEEE Trans. Aut. Contr.

Oct.

1977

Vol.22, No. 5

pp. 795-803

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19.

Athans, M., Castanon, D., Dunn, K.-P., Greene, C.S., Lee, W.H., Sandell, N.R., and Willsky, A.S.

The Stochastic Control of the F-8C Aircraft Using a Multiple Model Adaptive Control (MMAC) Method-- Part I: Equilibrium Flight

IEEE Transactions Aut. Control

Oct.

1977

Vol. 22, No.5

pp. 768-780

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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. 312-327

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21.

Gustafson, D.E., Willsky, A.S., Wang, J.Y., Lancaster, M.C., and Triebwasser, J.H.

ECG/VCG Rhythm Diagnosis Using Statistical Signal Analysis--I. Identification of Persistent Rhythms

IEEE Trans. Biomed. Eng.

July

1978

Vol. 25, No. 4

pp. 344-353

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22.

Gustafson, D.E., Willsky, A.S., Wang, J. -T., Lancaster, M.C. and Triebwasser, J.H.

ECG/VCG Rhythm Diagnosis Using Statistical Signal Analysis--II. Identification of Transient Rhythms

IEEE Trans. Biomed. Eng.

July

1978

Vol. 25, No. 4

pp. 353-361

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23.

Kwong, R.-H.S. and Willsky, A.S.

Estimation and Filter Stability of Stochastic Delay Systems

SIAM J. Control and Optimization

July

1978

Vol.16, No. 4

pp. 660-681

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24.

Willsky, A.S.

On the Algebraic Structure of Certain Partially Observable Finite-State Markov Processes

Information and Control

August

1978

Vol.38, No. 2

pp. 179-212

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25.

Willsky, A.S.

Relationships Between Digital Signal Processing and Control and Estimation Theory

Proc. IEEE

Sept.

1978

Vol.66, No. 9.

pp. 996-1017

792

26.

Mier-Muth, 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. 1055-1067

759

27.

Marcus, S.I., Willsky, A.S., and Hsu, K.

The Use of Harmonic Analysis in Suboptimal Estimator Design

IEEE Trans. Aut. Control

Oct.

1978

Vol.23, No. 5

pp. 911-916

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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. 621-630

935

(897)

29.

Willsky, A.S., Chow, E.Y., Gershwin, S.B., Greene, C.S., Houpt, P.K., and Kurkjian, A.L.

Dynamic Model-Based Techniques for the Detection of Incidents on Freeways

IEEE Trans. Aut. Control

June

1980

Vol. 25, No. 3

pp. 347-360

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. 232-261

912

31.

Kam, P.Y. and Willsky, A.S.

Estimation and Control for a Sensor Moving Along a One-Dimensional Track

International Journal of Control

spacer

1980

Vol. 31, No. 6

pp. 1147-1159

887

32.

Wall, J.E., Willsky, A.S., and Sandell, N.R.

On the Fixed-Interval Smoothing Problem

Stochastics

spacer

1981

Vol. 5, No. 1 and 2

pp. 1-41

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33.

Washburn, R.B. and Willsky, A.S.

Optional Sampling of Submartingales Indexed by Partially Ordered Sets

Annals of Probability

spacer

1981

Vol. 9, No. 6

pp. 957-970

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 One-Dimensional Tracks

IEEE Trans. Aut. Control

August

1982

Vol. 27, No. 4

pp. 799-813

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. 830-838

958

36.

Willsky, A.S.

Some Solutions, Some Problems, and Some Questions

IEEE Control Systems Magazine

Sept.

1982

Vol. 2

pp. 4-16

1168

37.

Hall, M.G., Oppenheim, A.V., and Willsky, A.S.

Time-Varying Parametric Modeling of Speech

Signal Processing

1983

Vol.5

pp. 267-285

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. 18-29

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. 373-384

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. 1017-1030

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. 259-289

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. 1464-1477

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. 603-614

1253

44.

Adams, M.B., Willsky, A.S., and Levy, B.C.

Linear Estimation of Boundary Value Stochastic Processes -- Part I: The Role and Construction of Complementary Models

IEEE Trans. on Automatic Control

Sept.

1984

Vol. 29, No. 9

pp. 803-810

1255

45.

Adams, M.B., Willsky, A.S., and Levy, B.C.

Linear Estimation of Boundary Value Stochastic Processes -- Part II: 1-D Smoothing Problems

IEEE Trans. on Automatic Control

Sept.

1984

Vol. 29, No. 9

pp. 811-821

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. 367-382

1515

(913)

47.

Rossi, D.J. and Willsky, A.S.

Reconstruction from Projections Based on Detection and Estimation of Objects -- Part I: Performance Analysis

IEEE Trans. on Acoustics, Speech, and Signal Processing

August

1984

Vol. 32, No. 4

pp. 886-897

1324

48.

Rossi, D.J. and Willsky, A.S.

Reconstruction from Projections Based on Detection and Estimation of Objects -- Part II: Robustness Analysis

IEEE Trans. on Acoustics, Speech and Signal Processing

August

1984

Vol. 32, No. 4

pp. 897-906

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. 483-495

50.

Chizeck, H.J., Willsky, A.S., and Castanon, D.A.

Discrete-Time Markovian-Jump Linear Quadratic Optimal Control

Int. J. Control

1986

Vol.43, No. 1

pp. 213-231

1429

51.

Chow, E.Y. and Willsky, A.S.

Bayesian Design of Decision and Rules for Failure Detection

IEEE Trans. Aerospace and Electronic Systems

Nov.

1984

Vol.20, No. 6

pp. 761-774

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. 333-344

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. 121-139.

1477

54.

Rougee, A., Levy, B.C., and Willsky, A.S.

An Estimation-Based 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. 281-308.

1604

56.

Tewfik, A.H., Levy, B.C., and Willsky, A.S.

An Efficient Maximum Entropy Technique for 2-D Isotropic Random Fields

IEEE Trans. on Acoustics, Speech, and Sig. Proc.

May

1988

Vol. 36, No. 5

pp. 797-811.

1620

(1450)

57.

Lou, X.-C., Verghese, G.C., Willsky, A.S. and Coxson, P.G.

Conditions for Scale-Based Decompositions in Singularly Perturbed Systems

Linear Algebra and Its Appl.

1988

Vol. 98

pp. 387-413

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. 915-923

1699

(1688)

59.

Weiss, A.J., Willsky, A.S., and Levy, B.C.

Nonuniform Array Processing Via the Polynomial Approach

IEEE Trans. on Aerospace and Electronic Systems

January

1989

Vol. 25, No. 1

pp. 48-55

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. 1613-1617.

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. 203-205

62.

Nikoukhah, R., Adams, M.B., Willsky, A.S., and Levy, B.C.

Estimation for Boundary-Value Descriptor Systems

Circuits, Systems, and Sig. Proc.

April

1989

Vol. 8, No. 1

pp. 25-48

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. 675-696

1493

64.

Nikoukhah, R., Willsky, A.S., and Levy, B.C.

Boundary-Value Descriptor Systems: Well-Posedness, Reachability, and Observability

Int'l. J. of Control

1987

Vol. 46, No. 5

pp. 1715-1737

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. 309-314

1727

66.

Massoumnia, M.A., Verghese, G.C., and Willsky, A.S.

Failure Detection and Identification

IEEE Trans. on Aut. Control

March

1989

Vol. 34, No.3

pp. 316-321

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. 136-159

1715

68.

Tewfik, A.H., Levy, B.C., and Willsky, A.S.

Sampling Theorems for Two-Dimensional Isotropic Random Fields

IEEE Trans. on Inf. Theory

Sept.

1988

Vol. 34, No. 5

pp. 1092-1096

1592

69.

Willsky, A.S.

Challenges to Control in Signal Processing and Communications

IEEE Control Systems Magazine

April

1987

Vol. 7

pp. 3-6

1591

70.

Nikoukhah, R., Willsky, A.S., and Levy, B.C.

Reachability, Observability, and Minimality for Shift-Invariant Two-Point Boundary-Value Descriptor Systems

special issue of Circuits, Systems, and Signal Processing on singular systems

1989

Vol. 8, No. 3

pp. 313-340

71.

Doerschuk, PC., Tenney, R.R., and Willsky, A.S.

Modeling Electrocardiograms Using Interacting Markov Chains

Int'l J. Sys. Sci

1990

Vol 21, No. 2

pp. 257-283

1491

72.

Doerschuk, P.C., Tenney, R.R., and Willsky, A.S.

Event-Based Estimation of Interacting Markov Chains with Applications to Electrocardiogram Analysis

Int'l J. Sys. Sci.

1990

Vol.21, No. 2

pp. 285-304

1611

73.

Bello, M.G., Willsky, A.S., and Levy, B.C.

Construction and Applications of Discrete-Time Smoothing Error Models

Int'l J. Control

July

1989

Vol.50, No. 1

pp. 203-223

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. 63-87

1799

(1710)

75.

Nikoukhah, R., Levy, B.C., and Willsky, A.S.

Stability, Stochastic Stationarity, and Generalized Lyapunov Equations for Two-Point Boundary-Value Descriptor Systems

IEEE Trans. on Aut. Control

Nov.

1989

Vol. 34, No. 11

pp. 1141-1152

1797

(1758)

76.

Prince, J.L. and Willsky, A.S.

Reconstructing Convex Sets from Support Line Measurements

IEEE Trans. on Patt. Anal. and Mach. Intel.

April

1990

Vol. 12, No. 4

pp. 377-389

1704

77.

Levy, B.C., Adams, M.B., and Willsky, A.S.

Solution and Linear Estimation of 2-D Nearest-Neighbor Models

special issue of Proc. of the IEEE on multidimensional signal processing

April

1990

Vol. 78, No. 4

pp. 627-641

78.

Tewfik, A.H., Levy, B.C., and Willsky, A.S.

Parallel Smoothing

Systems and Control Letters

1990

Vol. 14

pp. 253-259

1541

79.

Prince, J.L. and Willsky, A.S.

A Geometric Projection-Space Reconstruction Algorithm

special issue of Linear Algebra and Its Applications on reconstruction from partial information

1990

Vol. 130

pp. 151-191

1841

80.

Chou, K.C. and Willsky, A.S.

A Multi-Resolution Probabilistic Approach to Two-Dimensional Inverse Conductivity Problems

Signal Processing

1989

Vol. 18, No. 3

pp. 291-311.

81.

Prince, J.L. and Willsky, A.S.

Constrained Sinogram Restoration for Limited Angle Tomography

Optical Engineering

May

1990

Vol. 29, No. 5

pp. 535-544

82.

…zveren, C.M. and Willsky, A.S.

Observability of Discrete Event Dynamic Systems

IEEE Trans. on Aut. Control

July

1990

Vol. 35, No. 7

pp. 797-806.

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. 730-752.

1853

84.

Nikoukhah, R., Levy, B.C., and Willsky, A.S.

Realization of Acausal Weighting Patterns with Boundary-Value Descriptor Systems

SIAM J. Control and Opt.

March

1991

Vol. 29, No. 2

pp. 420-444

1879

85.

Prince, J.L. and Willsky, A.S.

Convex Set Reconstruction Using Prior Shape Information

Comp. Vision, Graphics, and Image Proc.: Graphical Models and Image Processing

Sept.

1991

Vol. 53, No. 5

pp. 413-427

86.

Ozveren, C.M. and Willsky, A.S.

Output Stabilizability of Discrete-Event Dynamic Systems

IEEE Trans on Aut. Control

August

1991

Vol. 36, No. 8

pp. 925-935

1912

(1889)

87.

Tewfik, A.H., Levy, B.C., and Willsky, A.S.

Internal Models and Recursive Estimation for 2-D Isotropic Random Fields

IEEE Trans. on Information Theory

July

1991

Vol. 37, No. 4

pp. 1055-l066

88.

Basseville, M., Benveniste, A., and Willsky, A.S.

Multiscale Autoregressive Processes, Part I: Schur-Levinson Parametrizations

IEEE Trans. on Signal Processing

August

1992

Vol. 40, No. 8

pp. 1915-1934.

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. 1935-1954

90.

Doerschuk, P.C., Chin, T.M., and Willsky, A.S.

Modeling of Cardiac Rhythms: A Signal-Processing Perspective

J. of Electrocardiology

1990

Vol. 23 Supplement

pp. 102-110

91.

Lele, A.S., Kulkarni, S.R., and Willsky, A.S.

Convex-Polygon Estimation from Support-Line Measurements and Applications to Target Reconstruction from Laser-Radar Data

J. of Optical Soc. of America A

Oct.

1992

Vol. 9, No. 10

pp. 1693-1714

2005

92.

…zveren, C.M. and Willsky, A.S.

Aggregation and Multi-Level Control in Discrete Event Dynamic Systems

Automatica

May

1992

Vol.28, No. 3

pp. 565-577

1949

(1902)

93.

Nikoukhah, R., Willsky, A.S., and Levy, B.C.

Reachability, Observability, Minimality, and Extendibility for Two-Point Boundary-Value Descriptor Systems

Int'l. J. of Control

1991

Vol. 54, No. 3

pp. 635-663.

94.

Chin, T.M., Karl, W.C., and Willsky, A.S.

Sequential Filtering for Multi-Frame Visual Reconstruction

invited paper for the special issue of Signal Processing on Multidimensional Signal Processing

August

1992

Vol. 28

pp. 311-333

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. 1423-1446

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. 766-784

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. 1325-1342

2017

(1954)

98.

…zveren, C.M., and Willsky, A.S.

Invertibility of Discrete-Event Dynamic Systems

Math. of Control, Signals, and Systems

1992

Vol. 5, No. 4

pp. 365-390.

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. 529-532.

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. 773-788

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. 464-478

2085

102

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Multiresolution Optimal Interpolation and Statistical Analysis of TOPEX/POSEIDON Satellite Altimetry

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A Multiscale Approach for Estimating Solute Travel Time Distributions

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Expectation-maximization Algorithms for Image Processing Using Multiscale Models and Mean-Field Theory, with Applications to Laser Radar Range Profiling and Segmentation

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Statistical and Information-Theoretic Methods for Self-Organization and Fusion of Multimodal, Networked Sensors

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A Generalized Levinson Algorithm for Covariance Extension with Application to Multiscale Autoregressive Modeling

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A Krylov Subspace Method for Covariance Approximation and Simulation of Random Processes

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Tree Consistency and Bounds on the Performance of the Max-Product Algorithm and Its Generalizations

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Embedded Trees: Estimation of Gaussian Processes on Graphs with Cycles

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Nonlinear Evolution Equations as Fast and Exact Solvers of Estimation Problems

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W. Sun, M. Cetin, W.C. Thacker, T.M. Chin, and A.S. Willsky

Variational Approaches on Discontinuity Localization and Field Estimation in Sea Surface Temperature and Soil Moisture

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A State-Space Analysis for Reconstruction of Goal-Directed Movements Using Neural Signals

Neural Computation

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Distributed Fusion in Sensor Networks: A Graphical Models Perspective

special issue of the IEEE Signal Processing Magazine on Distributed Signal Processing in Sensor Networks

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Detection and Localization of Material Releases with Sparse Sensor Configurations

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Approximate Dynamic Programming for Communication-Constrained Sensor Network Management

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Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis

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special issue of the International Journal of Computer Vision on Learning for vision and vision for learning

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A Recursive Model-Reduction Method for Approximate Inference in Gaussian Markov Random Fields

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M.J. Choi, V. Chandrasekaran, D.M. Malioutov, J.K. Johnson, and A.S. Willsky

Multiscale Stochastic Modeling for Tractable Inference and Data Assimilation

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Learning the Dynamics and Time-Recursive Boundary Detection of Deformable Objects

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Sparse Representation in Structured Dictionaries with Application to Synthetic Aperture Radar

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O.P. Kreidl and A.S. Willsky

An Efficient Message-Passing Algorithm for Optimizing Decentralized Detection Networks

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IEEE Trans. on Signal Processing

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Gaussian Multiresolution Models: Exploiting Sparse Markov and Covariance Structure

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Learning Gaussian Tree Models: Analysis of Error Exponents and Extremal Structures

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Bayesian Nonparametric Learning of Markov Switching Processes: Stochastic process priors for dynamical systems

special issue of the IEEE Signal Processing Magazine on graphical models in signal processing

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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. 5481-5495

204.

E.B. Fox, E.B. Sudderth, M.I. Jordan, and A.S. Willsky

A Sticky HDP-HMM with Application to Speaker Diarization

Annals of Applied Statistics

2011

Vol 5, No. 2A

pp. 1020-1056.

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. 1569-1585.

206.

V. Chandrasekaran, S. Sanghavi, P. Parrilo, and A.S. Willsky

Rank-Sparsity Uncertainty Principles and Matrix Decompositions

SIAM J. on Optimization

2012

Vol. 21, No. 2

pp. 572-596.

207.

V.Y.F. Tan, A. Anandkumar, L. Tong, and A.S. Willsky

A Large-Deviation Analysis for the Maximum-Likelihood Learning of Markov Tree Structures

IEEE Trans. on Information Theory

March

2011

Vol. 57, No. 3

pp. 1714-1735.

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

pp. 2203-2212.

209.

M.J. Choi, V.Y.F. Tan, A. Anandkumar, and A.S. Willsky

Learning Latent Tree Graphical Models

Journal of Machine Learning Research

May

2011

Vol. 12

pp. 1771-1812

210.

V.Y.F. Tan, A. Anandkumar, and A.S. Willsky

Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates

Journal of Machine Learning Research

May

2011

Vol. 12

pp. 1714-1735

211.

K.R. Varshney and A.S. Willsky

Linear Dimensionality Reduction for Margin-Based Classification: High-Dimensional Data and Sensor Networks

IEEE Trans. on Signal Processing

June

2011

Vol. 59, No. 6

pp. 2496-2512

212.

V. Chandrasekaran, P. Parrilo, and A.S. Willsky

Convex Graph Invariants

SIAM Review

2012

Vol. 54, No. 3

pp. 513-541

213.

M.J. Choi, J.L. Lim, A. Torralba, and A.S. Willsky

A Tree-Based Context Model for Object Recognition

IEEE Trans. on Pattern Analysis and Machine Intelligence

Feb.

2012

Vol. 34, No. 2

pp. 240-252

214.

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

Context Models and Out-of-context Objects

Special issue of Pattern Recognition Letters on ICPR10 Awards.

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2012

Vol. 33

pp. 853-862

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 Ňdiscussion paper)

2012 Vol. 40, No. 4 pp. 1935-1967

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

High-Dimensional Structure Estimation in Ising Models: Local Separation Criterion

Annals of Statistics

2012

Vol. 40, No. 3

pp. 1346-1375

218.

A. Anandkumar, V.Y.F. Tan, and A.S. Willsky

High-Dimensional Gaussian Graphical Model Selection:  Walk-Summability and Local Separation Criterion

Journal of Machine Learning Research

Aug

2012

 Vol. 13

 pp. 2293-2337

 

 

219. J. Saunderson, V. Chandrasekaran, P. Parrilo and A. S. Willsky Diagonal and Low-Rank 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 Semi-Markov Models Journal of Machine Learning Research Feb 2013 Vol. 14 pp. 673-701    
222. Cetin, M., Stojanovic, I., Onhon, N.O,, Varshney, K.R., Samadi, S., Karl, W.C., and Willsky, A.S. Sparsity-Driven Synthetic Aperture Radar Imaging special issue of IEEE Signal Processing Magazine on Recent Advances in SAR Imaging July 2014 Vol. 31, No. 4, pp. 27-40    
223. Y. Liu and A.S. Willsky Sampling from Gaussian Markov Random Fields Using Stationary and Non-Stationary Subgraph Perturbations accepted for publication in IEEE Trans. on Signal Processing   2014