Terry Sejnowski

Terrence Sejnowski
Born (1947-08-13) 13 August 1947
Cleveland, Ohio
Residence United States
Fields Computational Neuroscience
Neural Computation
Artificial Intelligence
Machine Learning
Thesis A Stochastic Model of Nonlinearly Interacting Neurons (1978)
Doctoral advisor John Hopfield
Known for Computational Neuroscience, Independent Component Analysis, Boltzmann machine, NETtalk

Terrence (Terry) Joseph Sejnowski (born 13 August 1947) is an Investigator at the Howard Hughes Medical Institute and is the Francis Crick Professor at The Salk Institute for Biological Studies where he directs the Computational Neurobiology Laboratory. In 2004 he was named the Francis Crick Professor and the Director of the Crick-Jacobs Center for Theoretical and Computational Biology at the Salk Institute. His research in neural networks and computational neuroscience has been pioneering.

Sejnowski is also Professor of Biological Sciences and Adjunct Professor in the Departments of Neurosciences, Psychology, Cognitive Science, Computer Science and Engineering at the University of California, San Diego, where he is Co-Director of the Institute for Neural Computation.

With Barbara Oakley, he co-created and taught Learning How To Learn: Powerful mental tools to help you master tough subjects, the world's most popular online course,[1] available on Coursera.[2]

Biography

Born in Cleveland in 1947[3] Sejnowski received his B.S. in physics in 1968 from the Case Western Reserve University, M.A. in physics from Princeton University with John Archibald Wheeler, and a Ph.D. in physics from Princeton University in 1978 with John Hopfield.

From 1978-1979 Sejnowski was a postdoctoral fellow in the Department of Biology at Princeton University with Alan Gelperin and from 1979-1981 he was a postdoctoral fellow in the Department of Neurobiology at Harvard Medical School with Stephen Kuffler. In 1982 he joined the faculty of the Department of Biophysics at the Johns Hopkins University, where he achieved the rank of Professor before moving to San Diego, California in 1988.

He has had a long-standing affiliation with the California Institute of Technology, as a Wiersma Visiting Professor of Neurobiology in 1987, as a Sherman Fairchild Distinguished Scholar in 1993 and as a part-time Visiting Professor 1995-1998. In 2004 he was named the Francis Crick Professor at the Salk Institute and the Director of the Crick-Jacobs Center for Theoretical and Computational Biology.

Honours and awards

Sejnowski received a Presidential Young Investigator Award in 1984 from the National Science Foundation. He received the Wright Prize from the Harvey Mudd College for excellence in interdisciplinary research in 1996 and the Hebb Prize for his contributions to learning algorithms by the International Neural Network Society in 1999. He became a Fellow of the Institute of Electrical and Electronics Engineers in 2000 and received their Neural Network Pioneer Award in 2002. In 2003 he was elected to the Johns Hopkins Society of Scholars. He is a Senior Fellow of the Design Futures Council.[4] He was elected to the Institute of Medicine in 2008.[5] In 2010 he was elected as a member to the National Academy of Sciences (NAS),[6] and elected to the National Academy of Engineering in 2011.[7] This places him in a group of only twelve living scientists to have been elected to all 3 of the national academies. In 2013 he was elected to the American Academy of Arts and Sciences [8] and was elected Fellow of the American Physical Society in 2014.[9] He was awarded the 2015 Swartz Prize for Theoretical and Computational Neuroscience from the Society for Neuroscience [10]

Work

His research in neural networks and computational neuroscience has been pioneering. In 1989, Sejnowski founded Neural Computation, published by the MIT Press, the leading journal in neural networks and computational neuroscience. He is also the President of the Neural Information Processing Systems Foundation, a non-profit organization that oversees the annual NIPS Conference. This interdisciplinary meeting brings together researchers from many disciplines, including biology, physics, mathematics, and engineering.

He co-invented the Boltzmann machine[11] with Geoffrey Hinton and pioneered the application of learning algorithms to difficult problems in speech (NETtalk)[12] and vision.[13] His infomax algorithm for Independent Component Analysis (ICA)[14] with Tony Bell has been widely adopted in machine learning, signal processing and data mining.

Research

The long-range goal of Sejnowski's research is to understand the computational resources of brains and to build linking principles from brain to behavior using computational models. This goal is being pursued with a combination of theoretical and experimental approaches at several levels of investigation ranging from the biophysical level to the systems level. Hippocampal and cortical slice preparations are being used to explore the properties of single neurons and synapses, including the precision of spike firing and the influence of neuromodulators. Biophysical models of electrical and chemical signal processing within neurons are used as an adjunct to physiological experiments. New techniques have been developed for modeling cell signaling using Monte Carlo methods (MCell).[15]

The central issues being addressed are how dendrites integrate synaptic signals in neurons, how networks of neurons generate dynamical patterns of activity, how sensory information is represented in the cerebral cortex, how memory representations are formed and consolidated during sleep, and how visuo-motor transformations are adaptively organized. His laboratory has developed new methods for analyzing the sources for electrical and magnetic signals recorded from the scalp and hemodynamic signals from functional neuroimaging by blind separation using ICA. The EEGLAB public software which was as of 2012 the most popular software for processing EEG data was originally developed in his laboratory.[16]

Symposia

He has participated and spoken at the Beyond Belief symposia in 2006 and 2007. He participated in the conference Waking Up to Sleep at the Salk Institute in February 2007 (online video available).[17]

Membership

Sejnowski was a member of the Advisory Committee to the Director of the National Institutes of Health for the Brain Research through Application of Innovative Neurotechnologies (BRAIN) Initiative,[18] announced by President Obama on April 2, 2013. Their BRAIN 2025 report (http://www.braininitiative.nih.gov/2025/index.htm) was released by NIH on June 5, 2014 and has been used to prioritize NIH BRAIN Initiative projects. He was previously part of a team of engineers and neuroscientists who developed the Brain Activity Map Project, which served as the template for the BRAIN Initiative. [19]

Authorship

In 1992 Sejnowski co-authored The Computational Brain with Patricia Churchland[20] and in 2002 the book Liars, Lovers, and Heroes; What the New Brain Science Reveals About How We Become Who We are with Steven R. Quartz.[21]

He has co-created (with Professor Barbara Oakley) and teaches Learning How to Learn: Powerful mental tools to help you master tough subjects, a massive open online course offered on Coursera. The course had its first three runs in August and October 2014 and January 2015 when it attracted approximately 300,000 students. In 2015, enrollment in the course reached 1 million[1] and a total of about 1.6 million students as of August 2016.

References

  1. 1 2 Markoff, John (2015-12-29). "The Most Popular Online Course Teaches You to Learn". New York Times. Retrieved 2016-01-03. The world’s most popular online course is a general introduction to the art of learning, taught jointly by an educator and a neuroscientist.
  2. ↑ "Learning How to Learn: Powerful mental tools to help you master tough subjects".
  3. ↑ James A. Anderson, Edward Rosenfeld eds. (2000) Talking Nets: An Oral History of Neural Networks. Chapter 14. MIT Press
  4. ↑ Design Futures Council Senior Fellows http://www.di.net/about/senior_fellows/
  5. ↑ Institute of Medicine http://www.nimh.nih.gov/about/updates/2008/institute-of-medicine-of-the-national-academies-announces-new-members.shtml
  6. ↑ National Academy of Sciences http://www8.nationalacademies.org/onpinews/newsitem.aspx?recordid=04272010
  7. ↑ National Academy of Engineering http://www.nae.edu/Activities/MediaRoom/20095/42133.aspx
  8. ↑ American Academy of Arts and Sciences http://www.amacad.org/news/alphalist2013.pdf
  9. ↑ American Physical Society http://www.aps.org/units/dbp/fellowship/
  10. ↑ https://www.sfn.org/Awards-and-Funding/Individual-Prizes-and-Fellowships/Outstanding-Research-and-Career-Awards/Swartz-Prize-for-Theoretical-and-Computational-Neuroscience
  11. ↑ Ackley, D. H. Hinton, G. E. Sejnowski, T. J. A Learning Algorithm for Boltzmann Machines*, Cognitive Science, 9, 147-169, 1985
  12. ↑ Sejnowski, T. J. Rosenberg, C. R. Parallel Networks That Learn to Pronounce English Text, Complex Systems, 1, 145-168, 198
  13. ↑ Lehky, S. R. Sejnowski, T. J. Network Model of Shape-from-Shading: Neural Function Arises from Both Receptive and Projective Fields, Nature, 333, 452-454, 1988
  14. ↑ Bell, A. J. Sejnowski, T. J. An Information-Maximization Approach to Blind Separation and Blind Deconvolution, Neural Computation, 7, 1129-1159, 1995
  15. ↑ Coggan, J. S. Bartol, T. M. Jr. Esquenazi, E. I. Stiles, J. R. Lamont, S. Martone, M. E. Berg, D. K. Ellisman, M. H. Sejnowski, T. J. Evidence for Ectopic Neurotransmission at a Neuronal Synapse, Science, 39, 446-451, 2005
  16. ↑ Makeig, S., Westerfield, M., Jung, T.-P., Enghoff, S., Townsend, J., Courchesne, E., Sejnowski, T. J. Dynamic brain sources of visual evoked responses. Science, 295: 690-694(2002)
  17. ↑ Bingham, Roger; Terrence Sejnowski, Jerry Siegel, Mark Eric Dyken, Charles A. Czeisler, Paul Shaw, Ralph Greenspan, Satchin Panda, Philip Low, Robert Stickgold, Sara Mednick, Allan Pack, Luis de Lecea, David Dinges, Dan Kripke, Giulio Tononi (February 2007). "Waking Up To Sleep" (Several conference videos). The Science Network. Retrieved 2008-01-25. Cite uses deprecated parameter |coauthors= (help)
  18. ↑ BRAIN Initiative Advisory Committee http://www.nih.gov/science/brain/acd-roster.pdf
  19. ↑ Alivisatos, A. P., Chun, M., Church, G.M., Deisseroth, K., Donoghue, J.P., Greenspan, R.J., McEuen, P.L., Roukes, M.L., Sejnowski, T. J., Weiss, P.S., Yuste, R., The Brain Activity Map, Science, 339, 1284-1285 (2013).
  20. ↑ Churchland, P. S. and Sejnowski, T. J., The Computational Brain, Cambridge, MA: MIT Press (1992).
  21. ↑ HarperCollins (23 September 2003). "HarperCollins Publishers". Retrieved 27 August 2015. ISBN 9780060001490, Liars, Lovers, and Heroes
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