GEORGE CYBENKO
`CURRICULUM VITAE
`(August 2015)
`
`Office
`8000 Cummings Hall
`Dartmouth College
`Hanover NH 03755-8000
`(603) 646-3843
`(603) 646-2277 (FAX)
`
`Home
`PO Box 1157
`Grantham NH 03753
`(603) 369-1133 (Cell)
`(603) 643-1401
`gvc@dartmouth.edu
`
`Personal
`US citizen; Spouse: Susan A. Spaar (married 35 years); Two adult children.
`
`Areas of Technical Expertise
`Computer security, signal processing, command and control, machine learning, high per-
`formance computing, computational behavioral analysis.
`
`Education
`1974 University of Toronto (Mathematics)
`B.Sc.
`1975 Princeton University (Mathematics)
`M.A.
`Ph.D. 1978 Princeton University (Electrical Engineering/
`Computer Science and Applied Mathematics: Advisor - Bede Liu )
`1996 Dartmouth College (Honorary)
`
`M.A.
`
`1988-1992
`
`Professional Employment
`1992-present Dorothy and Walter Gramm Professor of Engineering
`Thayer School of Engineering
`Dartmouth College, Hanover, NH
`2004-present Co-founder, Flowtraq Inc. (www.flowtraq.com)
`1996
`Kloosterman Distinguished Visiting Professor
`of Mathematics and Computer Science
`Leiden University, Netherlands
`Associate Director, Center for Supercomputing Research
`and Development
`Professor of Electrical and Computer Engineering
`Professor of Computer Science
`Research Professor, Coordinated Science Laboratory
`University of Illinois at Urbana-Champaign, Urbana IL
`Assistant and Associate Professor (Founding Chairman in 1985-1986)
`Department of Computer Science,
`Tufts University, Medford, MA
`Senior Scientist (Sabbatical Leave)
`
`1978-1988
`
`1986-1987
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`1986-1988
`
`1984-1986
`
`1982-1983
`
`1981 Spring
`
`1980 Fall
`
`ALPHATECH Inc, Burlington, MA
`Visiting Scientist, Laboratory for Information and
`Decision Systems, MIT, Cambridge, MA
`Visiting Scientist, Statistics Center,
`MIT, Cambridge, MA 02139
`Program Director, Applied Mathematics
`Division of Mathematical and Computer Sciences
`National Science Foundation
`Washington, DC
`Visiting Scientist
`Department of Computer Science
`Stanford University
`Stanford, CA
`Visiting Scientist
`Laboratory for Information and Decision Systems
`MIT, Cambridge, MA
`
`Selected Professional Activities
`
`Experience on Boards and Panels
`US Air Force Scientific Advisory Board, 2012-2016
`Chief Scientist at-large, AFRL Software Protection Initiative, 2002-2010
`US Army Cyber Institute Advisory Board member, 2014-present
`Defense Science Board, 2008-2009
`Advisory Board, Singapore University of Technology and Design, 2013-present
`DARPA IPTO Senior Advisory Group, 2008-2010
`IDA Center for Computing Sciences, Program Review Committee, 2007-present
`DARPA ISAT Member, 2007-2010
`NSA R2 IAER Task Force member, 2002-2009
`DOD TARA panelist for information technology, 2001 and 2003
`IEEE Computer Society Board of Governors, 2002-2011
`IEEE Computer Society First Vice-President, 2008
`Computing Research Association Board of Directors. 2005-2009
`Board of Governors, International Neural Network Society, 1999-2001
`Advisory Board, Minnesota Supercomputer Institute, 1996-1999
`Advisory Board, Institute for Mathematics and its Applications,
`University of Minnesota, 1998-2000
`Advisory Committee, Lorentz Center, Leiden University, Netherlands,1998-2002
`External Review Board, Mathematical and Computer Sciences,
`Argonne National Laboratory, 1996-1999
`Awards and Professional Recognition
`Fellow of the IEEE (Signal Processing Society)
`
`2
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`
`Dartmouth Arts and Sciences Graduate Faculty Mentor Award 2004
`Best paper award, IEEE Workshop on Large Scale Computation, Prague, CZ,1993
`Leadership Experience
`Founding Chairman, Department of Computer Science, Tufts University 1985
`Associate Director, Center for Supercomputing Research and Development
`University of Illinois at Urbana-Champaign 1988-1992
`Founding Editor-in-Chief, IEEE Transactions on Computational Social Systems (2014)
`Founding Editor-in-Chief, IEEE Security and Privacy (2002-2006).
`Founding Editor-in-Chief (1994-2000), Editorial Board (1992-present)
`IEEE/AIP Computing in Science and Engineering
`Chair of IEEE Computer Society Task Force on Security and Privacy, 2001
`DARPA ISAT Study on Mobility and Security, 2000, Co-Chair
`DARPA ISAT Study on Games of National Importance, 2008, Co-Chair
`DARPA ISAT Workshop on Measuring Security, 2009, Co-Chair
`Editorial Experience
`Associate Editor, Applied Numerical Mathematics (1998-2008)
`Associate Editor, IEEE Transactions on Information Theory (1989-1992)
`Associate Editor, Mathematics of Control, Signals and Systems,
`1988-2000
`Associate Editor, IEEE Transactions on Dependable and Secure Computing, 2004-2009
`Co-Managing Editor, SIAM Journal on Matrix Theory and Analysis, 1990-1995
`Associate Editor, Neural Networks, 1991-2000
`Editor, IEEE Technical Committee on Supercomputer Applications Newsletter, 1990-1993
`Associate Editor, Advances in Computational Mathematics, 1992-1995
`
`Ph.D. Students Advised
`Student’s Name
`Vincent Berk
`Daniel Bilar
`Brian Brewington
`Wayne Chung
`Alva Couch
`Annarita Giani
`Ashifi Gogo1
`Robert Gray
`James Thomas House
`Alexy Khrabrov2
`Katsuhiro Moizumi
`Glenn Nofsinger
`David Robinson
`Sirpa Saarinen3
`
`Ph.D. Institution
`Universiteit Leiden
`Dartmouth College
`Dartmouth College
`Dartmouth College
`Tufts University
`Dartmouth College
`Dartmouth College
`Dartmouth College
`Dartmouth College
`Univ. of Pennsylvania
`Dartmouth College
`Dartmouth College
`Dartmouth College
`UIUC
`
`Year Employment
`2006
`FlowTraq Inc
`2003
`Siege Technologies
`2000 Google
`2006
`IDA
`1988 Tufts University
`2006 GE Research Labs
`2010
`Sproxil Inc
`1997
`BAE Systems
`2012 Undisclosed startup
`2011 Nitro Inc
`1998
`Furukawa Electric, Sendai Japan
`2006
`Bank of Hawaii
`2010
`J.P. Morgan
`1994 Wolfram Research
`
`3
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`
`Nils Sandell
`Yong Sheng
`Gabriel F. Stocco
`Patrick Sweeney
`David Twardowski
`Bryan Usevitch
`
`Dartmouth College
`Dartmouth College
`Dartmouth College
`Dartmouth College
`Dartmouth College
`UIUC
`
`Systems Technology Research
`2011
`Pinterest
`2006
`2014 Microsoft
`2014 US Air Force
`2011 Dimensional Fund Advisors
`1993 UT El Paso
`
`1 Co-advisor with E. Garmire
`2 Co-advisor with L. Ungar
`3 Deceased
`
`Postdoctoral Advising
`Advisee’s Name
`Institution
`Jose Casar
`Tufts
`Juan Santos
`Tufts
`Sam Ho
`UIUC
`Robert Gray
`Dartmouth
`Carlos Alberola
`Dartmouth
`Guofei Jiang
`Dartmouth
`Paul Thompson
`Dartmouth
`David Koconis
`Dartmouth
`Valentino Crespi
`Dartmouth
`Vivian Bernardo
`Dartmouth
`Robert Savell
`Dartmouth
`John Murphy
`Dartmouth
`David Sicilia
`Dartmouth
`
`Notable Masters Advisees
`Advisee’s Name
`Institution
`Steve Sullivan
`UIUC
`
`Aditya Bhasin
`
`Dartmouth
`
`Doug Madory
`
`Dartmouth
`
`Present Employment
`Univ. Polytech. Madrid
`Univ. Polytech. Madrid
`Unknown
`BAE Systems
`Univ. Valladolid, Spain
`NEC Research, Princeton
`Dartmouth
`Consultant and author
`Aptima Inc
`Univ. Sao Paulo, Brazil
`Consultant
`FlowTraq Inc
`J.P. Morgan
`
`Present Position and Comments
`Winner of 3 Academy Awards for
`Technical Achievement,
`presently at Microsoft
`CIO, Head of Technology & Operations,
`Global Wealth Management,
`Bank of America
`Director of Internet Analysis
`”The man who can see the Internet”
`(Washington Post 2014) Dyn Inc
`
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`
`Publications
`
`0. Error Analysis of Some Signal Processing Algorithms, Ph.D. Thesis, Princeton Uni-
`versity, Department of Electrical Engineering and Computer Science and Applied Math-
`ematics, Princeton, NJ June 1978.
`
`1. Error analysis of Durbin’s, Levinson’s, and Trench’s algorithms, Proceedings of 1979
`International Conference on Acoustics, Speech and Signal Processing, Washington, DC
`1979, pp.498-501.
`
`2. Numerical stability of the Levinson-Durbin algorithm for Toeplitz systems of equa-
`tions, SIAM Journal on Scientific and Statistical Computing, 1, 1980, pp.203-220.
`
`3. Rounding errors and the non-optimality of lattice methods, Proceedings of 14th Annual
`Princeton Conference on Information and Decision Systems, Princeton, NJ, 1980.
`
`4. Error analyses of methods for Toeplitz systems and linear prediction, in Circuit Theory
`and Design (R. Boite and P. Dewilde, eds.), North-Holland, 1981, pp. 379-386.
`
`5. Locations of zeroes of predictor polynomials, IEEE Transactions on Automatic Con-
`trol, AC-27, 1982, pp. 235-238.
`
`6. Low rank Toeplitz approximations and moment problems, Circuits, Systems, and
`Signal Processing, 1, 1982, pp. 345-366.
`
`7. Estimating point spectra using the Lanczos algorithm, Proceedings of American Con-
`ference on Decision and Control, Orlando, FL, 1982, pp.46-51.
`
`8. Affine Minimax Problems and Semi-Infinite Programming, Tufts University Computer
`Science Technical Report, 1982.
`
`9. A general orthogonalization technique with applications to time series analysis and
`signal processing, Mathematics of Computation, 40, 1983, pp. 323-336.
`
`10. The theory of ideal spectra, Proceedings of 17th Annual Princeton-Johns Hopkins
`Conference on Information Systems and Sciences, 1983, pp. 78-82.
`
`11. Restrictions of normal operators, Pade approximations and autoregressive modelling,
`SIAM Journal on Mathematical Analysis, 15, 1984, pp.753-767.
`
`12. Fast approximation of dominant harmonics, SIAM Journal on Scientific and Statis-
`tical Computing, 5, 1984, pp. 317-331.
`
`13. On the eigenstructure of Toeplitz matrices, IEEE Transactions on Acoustics, Speech
`and Signal Processing, 32, 1984, pp.918-920.
`
`14. The numerical stability of lattice algorithms for least squares linear prediction prob-
`lems, BIT Vol. 24, pp.441-455, 1984.
`
`15. Computing Pisarenko frequency estimates, Proceedings of 18th Annual Princeton
`Conference on Information Systems and Sciences, March 1984, pp. 587-591.
`
`16. Fast structured singular value computations, Technical Report, Tufts University,
`Department of Computer Science 1984.
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`17. Computing the minimal eigenvalue of Toeplitz matrices, (with C. Van Loan), SIAM
`Journal on Scientific and Statistical Computing, 7, 1986, pp. 123-131.
`
`18. Hypercube embedding is NP-complete, (with D.W. Krumme and N. Venkataraman),
`Hypercube ’86 (M.T. Heath, ed.) pp.148-157, SIAM, Philadelphia, 1986.
`
`19. The conditioning of eigenvector methods for beamforming problems, Proceedings of
`1986 Princeton Conference on Information Systems and Sciences, pp. 125-131, March
`1986.
`
`20. The sensitivity of beamforming problems, Proceedings of IEEE Workshop on Spec-
`trum Estimation, pp. 233-234, November 1986.
`
`21. The token broadcast problem, (with D.W. Krumme and N. Venkataraman) in Pro-
`ceedings of the International Conference on Parallel and Distributed Computing, Lake
`Charles, IL 1986.
`
`22. An interactive graphics system for displaying parallel program executions (with A.
`Couch and D. Krumme), in Proceedings of Workshop on Measurement and Performance
`Analysis of Parallel Computers, Argonne National Laboratory, 1986.
`
`23. Fixed hypercube embedding, (with D.W. Krumme and N. Venkataraman), Informa-
`tion Processing Letters, Vol. 25, pp. 35-39, April 1987.
`
`24. An explicit formula for Lanczos polynomials, Linear Algebra and Applications, Vol.
`88, pp.99-115, 1987.
`
`25. Fast Toeplitz orthogonalization using inner products, SIAM Journal on Scientific
`and Statistical Computing, Vol. 8, pp.734-740, September 1987.
`
`26. Hypercube implementations of tracking algorithms, (with T.G. Allen, J. Polito, C.
`Angelli), in Proceedings of JDL Workshop on Command and Control, Washington, DC,
`pp.145-153, 1987.
`
`27. Parallel algorithms for classification and clustering, (with T.G. Allen) , in Proceedings
`of SPIE Conference on Advanced Architectures and Algorithms for Signal Processing, San
`Diego, CA, pp. 126-132, August 1987.
`
`28. Practical parallel union-find algorithms for transitive closure and clustering, (with
`T.G. Allen and J. Polito) International Journal of Parallel Programming, Vol. 17, pp.403-
`423, 1988.
`
`29. Load balancing and partitioning for parallel signal processing and control algorithms,
`in Advanced Computer Concepts and Techniques in Control Engineering, (M.Denham and
`A. Laub, Editors) Springer, New York, pp. 391-409, 1988.
`
`30. An SVD analysis of resolution limits for harmonic retrieval problems (with J.R.Casar),
`in SVD and Signal Processing, (Ed F. Deprettere, editor) North-Holland, Amsterdam,
`pp.461-467, 1988.
`
`31. Debugging support for parallel programs (with D.W. Krumme and A.L. Couch) in
`Proceedings of the International Conference on Vector and Parallel Computing, Tromso,
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`Norway, June 1988.
`
`32. Continuous valued neural networks: approximation theoretic results, in Proceedings
`of 1988 Interface of Statistics and Computer Science, Reston, VA , pp.174-184, 1988.
`
`33. Recent Trends in Signal Processing, SIAM News, September 1988, pp.18-19.
`
`34. Continuous neural networks with two hidden layers are sufficient, Tufts University,
`Department of Computer Science, Technical Report 1988 .
`
`35. The Perfect Club: A New Era in Benchmarking, SIAM News, September 1989 (with
`L. Pointer and M. Berry).
`
`36. Dynamic Load Balancing for Distributed Memory Multiprocessors, Journal on Par-
`allel and Distributed Computing , Vol. 7, pp.279-301, 1989.
`
`37. Approximation by superpositions of a sigmoidal function, Mathematics of Control,
`Signals and Systems, Vol. 2, pp.303-314, 1989.
`
`38. Heterogeneous processes on a homogeneous multiprocessor, (with D.W. Krum me, N.
`Venkataraman, and A. Couch) in Medium Scale Multiprocessors (Arthur Wouk, Editor),
`SIAM Publications, pp.97-108, 1989.
`
`39. Designing neural networks, in Proceedings of First International Conference on Ar-
`tificial Neural Networks, London, pp.1-3, addendum, 1989.
`
`40. Hyperbolic Householder algorithms for structured matrices (with M. Berry), SIAM
`Journal on Matrix Analysis and Applications,pp. 499-520, October 1990.
`
`41. Higher order wavelets and quadrature mirror filters, (with B. Usevitch) in Proceedings
`of 2nd International Workshop on SVD and Signal Processing, Kingston, RI, June 1990.
`
`42. Supercomputer performance analysis and the Perfect Benchmarks, (with L. Kipp, L.
`Pointer, D. Kuck) in Proceedings of 1990 International Conference on Supercomputing,
`pages 254–266, Amsterdam, 1990.
`
`43. Mathematical problems in neural computing, in Signal Processing, Scattering and
`Operator Theory, and Numerical Methods , pp.47-65 , Birkhauser, Boston, 1990.
`
`44. Complexity theory of neural networks and classification problems, Neural Networks,
`(ed. L. Almeida), Lecture Notes in Computer Science, Springer-Verlag, pp.26-45, 1990.
`
`45. Supercomputer performance trends and the Perfect Benchmarks, Supercomputing
`Review, April, 1991, pp. 53-60..
`
`46. VISTA: A system for remote visualization, (with A. Tuchman, D. Jablonowski), in
`Proceedings of SIAM Conference on Parallel Computing, Houston, March 1991.
`
`47. Neural networks, backpropagation and automatic differentiation, (with S. Saarinen
`and R. Bramley), in Automatic Differentiation, edited by A. Greiwank, SIAM Publica-
`tions 1991.
`
`48. Multidimensional binary partitions: distributed data structures for spatial parti-
`tioning, (with T.G. Allen), International Journal on Control , Vol. 54, pp. 1335-1352,
`
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`1991.
`
`49. Scientific benchmark characterization, (with M. Berry, J. Larson) Parallel Computing,
`Vol. 17, pp. 1173-1194, 1991.
`
`50. Run-time visualization of program data, (with A. Tuchman and D. Jablonowski), in
`Proceedings of Visualization ’91, pages 255–261, San Diego, CX, October 1991.
`
`51. Parallel computing and the Perfect Benchmarks, (with S. Ho, J. Bruner, S. Sharma),
`Proceedings of 1991 International Symposium on Supercomputing, Kyushu, Japan. (Also
`available as University of Illinois Center for Supercomputing Research and Development
`Technical Report 1191., November 1991
`
`52. Gossiping in minimum time , (with D.W. Krumme and N. Venkataraman) SIAM
`Journal on Computing, Vol. 21, pp. 111-139, 1992.
`
`53. Revolution or Evolution? (with D.J. Kuck), IEEE Spectrum, Vol. 29, pp 39-41,
`September 1992.
`
`54. The numerical solution of neural network training algorithms, (with S. Saarinen and
`R. Bramley) SIAM J. on Scient. and Stat. Computing, Vol. 14, pp. 693-714, 1993.
`
`55. Adaptive memory systems (with S. Saarinen), Proceedings of SPIE, Orlando, 1993.
`
`56. Toeplitz Algorithms for Signal Processing, SIAM Short Course Lecture Notes, Seattle,
`1993.
`
`57. Review of Computation and Cognition, edited by C.W. Gear, SIAM Review, Vol. 35,
`pp.147-148, 1993.
`
`58. Supercomputer workload decomposition and analysis. (with Bradley, D., Gao, H.,
`Larson, J., Ahmad, F., Golab, J., and Straka, M).in Proc. ACM Intl. Conf. on Super-
`computing, pp. 458–467, 1991.
`
`59. An approximate k-nearest neighbor method,(with S. Saarinen), in Adaptive and
`Learning Systems II, Firooz A. Sadjadi, Editor, Proc. SPIE 1962, 120-127 (1993).
`
`60. On the unreasonable effectiveness of memory-based methods, in Proceedings of IEEE
`Workshop on Large Scale Computation, Prague, CZ, pp. 1-9, 1993. (Winner of best
`paper award)
`
`61. Signal Processing Models for Information Retrieval, in Proceedings of COST ’94
`Workshop on Emergent Techniques in Signal Processing and Communications, VIGO,
`Spain, pp. 34-45, 1994.
`
`62. Information Theoretic Principles of Agents, (with Robert Gray, Alexy Khrabrov and
`Yunxin Wu), in CIKM Workshop on Intelligent Information Agents, Third International
`Conference on Information and Knowledge Management (CIKM ’94), 1994, Gaithers-
`burg, Maryland, Editors, Yannis Labrou and Tim Finin.
`
`63. Information Agents as Organizers, (with Robert Gray, Alexy Khrabrov and Yunxin
`Wu), in CIKM Workshop on Intelligent Information Agents, Third International Con-
`ference on Information and Knowledge Management (CIKM ’94), 1994, Gaithersburg,
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`Maryland, Editors, Yannis Labrou and Tim Finin.
`
`64. Perfect reconstruction filtering with unitary operators and projections, (with. M.
`Stewart), Linear Algebra and its Applications, Vol. 208, pp. 97-133, 1994.
`
`65. Just-in-Time Learning and Estimation. Pages 423–434 of: Bittanti S. & Picci G.
`(eds), Identification, Adaptation, Learning. The Science of Learning Models from data.
`NATO ASI Series. Springer, 1996.
`
`66. The future of information technology, in Optoelectronics for Data Communications,
`(edited by U. Osterberg and R. Lansky), Academic Press, pp. 311-320, 1995.
`
`67. Signal Processing in The National Information Infrastructure, (with R. Gray et al.),
`National Science Foundation Report, 1995.
`
`68. As Eniac turns 50: perspectives on computer science support for science and engi-
`neering (with Eigenmann, R.) IEEE Computational Science and Engineering, Volume:
`3, Issue: 2, Summer 1996 Pages:16 - 17.
`
`69. Q-Learning: A Tutorial and Extensions, (with Robert Gray and Katsuhiro Moizumi),
`in Proceedings of the Workshop on Mathematics of Artificial Neural Networks, Oxford
`University, July 1997, Kluwer Academic Publishers.
`
`70. Linear Algebra for Signal Processing, (edited with A. Bojanczyk), Springer-Verlag,
`New York, 1995.
`
`71. Pattern Recognition of 3D CAD Objects (with A. Bhasin and K. Cohen), Smart
`Engineering Systems Design, 1:1-13, 1997.
`
`72. Mathematical Models of Uncertainty in Agent Systems (with K. Moizumi),
`Japanese Journal of Mathematical Modeling, 1999.
`
`in
`
`73. Design in the Industrial Age vs. Design in the Information Age (with A. Bhasin), to
`appear in Report of the NSF Workshop on Design in 2000, edited by J. Tomlinson, 1997.
`
`74. Mobile agents: The new paradigm for distributed computing, (with Robert Gray,
`David Kotz, Saurab Nog, Daniela Rus and George Cybenko), in Proceedings of 1997
`Parallel and Distributed Architectures Symposium, Aizu, Japan, March 1997, pp. 8-24.
`
`75. Agent Tcl, in William Cockayne and Michael Zypa, editors, Itinerant Agents: Ex-
`planations and Examples with CDROM, Manning Publishing, 1996 (with R. Gray, D.
`Kotz and D. Rus).
`
`76. Neural Networks in Computational Science and Engineering, in IEEE Computational
`Science and Engineering, Spring 1996. Vol. 3. No. 1, pp. 36-42.
`
`77. The Shannon Machine, In Proceedings of the 9th Yale University Workshop on Adap-
`tive Control and Learning June, 1996 (with R. Gray, A. Bhasin, B. Brewington).
`
`78. Mobile agents in adaptive hierarchical Bayesian networks for global awareness Ross,
`K.N.; Chaney, R.D.; Cybenko, G.V.; Burroughs, D.J.; Willsky, A.S.;
`in 1998 IEEE
`International Conference on Systems, Man, and Cybernetics.
`,Volume: 3 , 11-14 Oct.
`1998 Pages:2207 - 2212 vol.3.
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`79. Meetingplace, in IEEE Computational Science and Engineering, Spring 1996, Vol. 3,
`No. 1, Pp. 1.
`
`80. Scientific Standard for Scientific Computing (with H. Wijshoff), in IEEE Computa-
`tional Science and Engineering, Fall 1996, Vol. 3, No. 3, pp. 1.
`
`81. Dynamic programming: A discrete calculus of variations IEEE Comput. in Science
`and Engineering 4: (1) 92-97 JAN-MAR 1997.
`
`82. Knocking opportunity or opportunity knocking? IEEE Comput.
`Engineering 3: (4) 1-1 WIN 1996.
`
`in Science and
`
`83. A prototype eddy current instrument with image enhancement (with B. Brewington),
`in Proceedings of SPIE Conference on Aging Aircraft and NDI, Scottsdate, AZ, December
`1996.
`
`84. New magazine expands AIP’s Computers in Physics and IEEE Computational Sci-
`ence and Engineering, (with L.M. Holmes) Comput in Phys 12: (6) 516-517 NOV-DEC
`1998.
`
`85. Introducing computing in science and engineering, IEEE Comput.
`Engineering 5: (4) 1-2 OCT-DEC 1998.
`
`in Science and
`
`86. Merger mania in CSE, IEEE Comput. in Science and Engineering 5: (3) 1-1 JUL-
`SEP 1998.
`
`87. Network awareness and mobile agent systems, (with Caripe W, Moizumi K, et al.),
`IEEE Communications 36: (7) 44-49 JUL 1998.
`
`88. Knowledge as commodity, IEEE Comput.
`APR-JUN 1998.
`
`in Science and Engineering 5: (2) 1-1
`
`89. The CSE challenge in knowledge and distributed intelligence, IEEE Comput.
`Science and Engineering 5: (1) 1-1 JAN-MAR 1998.
`
`in
`
`90. Agent Tcl: Targeting the needs of mobile computers. (with David Kotz, Robert
`Gray, Saurab Nog, Daniela Rus, Sumit Chawla) IEEE Internet Computing, 1(4):58-67,
`July/August 1997.
`
`91. How is CSE doing?, IEEE Comput. in Science and Engineering 4: (4) 2-2 OCT-DEC
`1997.
`
`92. Multimedia in CSE education IEEE Comput. in Science and Engineering 4: (3) 1-1
`JUL-SEP 1997.
`
`93. Hardly the end of science IEEE Comput.
`APR-JUN 1997.
`
`in Science and Engineering 4: (2) 1-1
`
`94. Microelectromechanical machines and computation IEEE Comput.
`Engineering 4: (1) 10-10 JAN-MAR 1997.
`
`in Science and
`
`95. Mobile Agents for Mobile Computing (with R. Gray, D. Kotz and D. Rus), In Dejan
`Milojicic, Fred Douglis, and Rick Wheeler, editors,Mobility, Mobile Agents and Process
`Migration - An Edited Collection. Addison Wesley, 1998.
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`96. The Foundations of Information Push and Pull (with B. Brewington), in Mathematics
`of Information, Springer, D. O’Leary editor, 1998.
`
`97. Horizons in scientific and distributed computing (with Beckmann, C.J.; McManus,
`D.D.), IEEE Computing in Science & Engineering, Volume: 1 , Issue: 1 , Jan.-Feb. 1999
`Pages:23 - 30.
`
`98. Minimax-based reinforcement learning with state aggregation (with Guofei Jiang;
`Cang-Pu Wu), Proceedings of the 37th IEEE Conference on Decision and Control, Vol-
`ume: 2 , 16-18 Dec. 1998 Pages:1236 - 1241 vol.2.
`
`99. Neuro-Dynamic Programming, Cybenko, G.; IEEE Computational Science and En-
`gineering, Volume: 5 , Issue: 2 , April-June 1998 Pages:101 - 102.
`
`100. Convergence Analysis of Discretization Procedure in Q-Learning, (with Guofei
`Jiang, Cangpu Wu), Proc. of the 14th IFAC Triennial World Congress, Vol.Q, pp.281-
`286, Beijing, July, 1999
`
`101. Tracking with text-based messages, (with Alberola C.), IEEE INTELL SYST APP.
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