Rui De Figueiredo
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Rui José Pacheco de Figueiredo (19 April 1929 – 22 July 2013) was an electrical engineer, mathematician, computer scientist, and a professor of
electrical engineering Electrical engineering is an engineering discipline concerned with the study, design, and application of equipment, devices, and systems which use electricity, electronics, and electromagnetism. It emerged as an identifiable occupation in the l ...
,
computer engineering Computer engineering (CoE or CpE) is a branch of electrical engineering and computer science that integrates several fields of computer science and electronic engineering required to develop computer hardware and software. Computer engineers ...
, and applied mathematics at the University of California, Irvine.


Life and career

de Figueiredo was born on 19 April 1929 in
Panjim Panaji (; also known as Panjim) is the capital of the Indian state of Goa and the headquarters of North Goa district. Previously, it was the territorial capital of the former Portuguese India. It lies on the banks of the Mandovi river estuary ...
, Goa where he grew up the second of four boys. His parents were João Manuel Pacheco de Figueiredo and Maria Alcina da Rocha Pinto. He was identified very early on as academically gifted and musically talented. From the ages of four to nine he was home schooled in Portuguese by tutors in various subjects including maths, science, and music. At the age of nine he entered the Liceu where he continued his studies. In 1945, professors from the Trinity College of Music in London assessed his piano performance, commenting that his play of the scales was "as graceful as the gliding of skates on virgin ice." He acquired the title of Licenciate of the Trinity College and was awarded a fully funded scholarship to pursue music at the school in London. After careful consideration, his parents advised him to decline the offer as they felt he was too young, at age 16, to live alone in London. After graduating from high school, he left India to attend the Massachusetts Institute of Technology, where he received a
BS degree A Bachelor of Science (BS, BSc, SB, or ScB; from the Latin ') is a bachelor's degree awarded for programs that generally last three to five years. The first university to admit a student to the degree of Bachelor of Science was the University of ...
in 1950, and an
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in 1952. He subsequently received a
PhD PHD or PhD may refer to: * Doctor of Philosophy (PhD), an academic qualification Entertainment * '' PhD: Phantasy Degree'', a Korean comic series * ''Piled Higher and Deeper'', a web comic * Ph.D. (band), a 1980s British group ** Ph.D. (Ph.D. albu ...
from Harvard University in 1959. de Figueiredo worked as a consultant for the Portuguese Atomic Energy Commission while finishing his
PhD PHD or PhD may refer to: * Doctor of Philosophy (PhD), an academic qualification Entertainment * '' PhD: Phantasy Degree'', a Korean comic series * ''Piled Higher and Deeper'', a web comic * Ph.D. (band), a 1980s British group ** Ph.D. (Ph.D. albu ...
, and upon graduation, became the head of the Applied Maths and Physics Division of the Nuclear Research Centre, in
Sacavém Sacavém (; ar, شقبان) is a former civil parish in the municipality of Loures, Lisbon District, Portugal. In 2013, the parish merged into the new parish Sacavém e Prior Velho. It is a few kilometers north-east of the Portuguese capital, L ...
, Portugal. In 1962, he returned to the United States to take a tenured position as an
Associate Professor Associate professor is an academic title with two principal meanings: in the North American system and that of the ''Commonwealth system''. Overview In the ''North American system'', used in the United States and many other countries, it is a ...
in the School of Electrical Engineering at Purdue University. In 1965, he became a Full Professor jointly appointed in the Departments of Electrical and Computer Engineering and Applied Mathematics at Rice University. In 1990, Figueiredo moved to
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, California, where he was a Professor in both the Electrical Engineering and Computer Science Department and Mathematics Department at the University of California at Irvine. He also was founder and Director of the Laboratory for Intelligent Signal Processing and Communications at UCI. de Figueiredo was married to Isabel Colaço de Figueiredo and has five children, Alcina Dalton, Paulo (Paul) de Figueiredo, João (John) de Figueiredo, Rui de Figueiredo Jr., and Miguel (Michael) de Figueiredo. Rui Jr., is a professor at Haas School of Business.


Work

Figueiredo is best known for his work developing novel mathematical foundations for the solution of fundamentally nonlinear problems, with applications in pattern recognition, signal processing,
image processing An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
, and
neural networks A neural network is a network or circuit of biological neurons, or, in a modern sense, an artificial neural network, composed of artificial neurons or nodes. Thus, a neural network is either a biological neural network, made up of biological ...
. His work supported a variety of NASA space exploration projects, assisted the Department of Defense in weapons detection systems, helped companies identify credit card fraud, assisted the Environmental Protection Agency in oil spill detection and source matching, developed algorithms for more efficient transmission of mobile telecommunications signals, enhanced geophysical images for well-logging, and improved the early detection of brain and neural diseases, like Alzheimer's disease. In the early 1970s, Figueiredo introduced approaches for generalised splines for optimal signal based recovery to the field of signal processing. One of his most well-known contributions was the invention and study of the Generalised Fock space F, a Reproducing Kernel
Hilbert Space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
of input-output maps of generic nonlinear dynamical systems, and used a "linear" orthogonal projection in F for optimal recovery of such "nonlinear" maps from the input-output data. This approach extended to nonlinear systems the powerful orthogonal projection method, previously used exclusively for linear systems. The analytics behind this approach are represented as neural networks, which ultimately led to the development of Figueiredo’s Optimal Interpolation neural network and CDL neural network. Related to his work in neural networks, Figueiredo is also known for his contributions to the understanding of
nonlinear filter In signal processing, a nonlinear (or non-linear) filter is a filter whose output is not a linear function of its input. That is, if the filter outputs signals ''R'' and ''S'' for two input signals ''r'' and ''s'' separately, but does not always o ...
s. In this area, Figueiredo developed filters for adaptive image restoration, for image contrast sharpening tuned to human visual perception based on Munsell’s scale, and for non-Gaussian noise suppression. The results of his work can be found in over 400 scientific publications he authored. Selected publications: * 1971. "Optimal spline digital simulators of analog filters". With A.N. Netravali. ''IEEE Trans. on Circuit Theory'', pp. 711–717, vol. CT-18, 1971. * 1980. “A best approximation framework and implementation for simulation of large-scale non-linear systems". With T.A.W. Dwyer, III. ''IEEE Trans. on Circuits and Systems'', pp. 1005–1014, vol. CAS-27, no. 11, 1980. * 1986. “A general moment-invariants/attributed-graph method for 3D object recognition from a single image". With B. Bamieh. ''IEEE Journal of Robotics and Automation'', pp. 31–41, vol. RA-2, no. 1, 1986. * 1991. “A theory of photometric stereo for a class of diffuse, non-Lambertian surfaces". With H.D. Tagare. ''IEEE Transactions on Pattern Analysis and Machine Intelligence'', pp. 133–152, vol. 13, no. 2, 1991. * 1998. “A new neural network for cluster detection and labeling". With T. Eltoft. ''IEEE Trans. on Neural Networks'', pp. 1021–1035, vol. 9, no. 5, 1998. * 2002. “Sampled-Function Weighted Order Filters". With R. Oten. ''IEEE Trans. on Circuits and ystems—Part II: Analog and Digital Signal Processing'', pp. 1–10, vol. 49, 2002.


Awards and honours

* Kapitsa Medal, 2009. * Russian Academy of Natural Sciences, Foreign Member, 2007. * George V. Chilingar Medal of Honor, 2007. * International Informatization Academy, Member, 2004. * Russian Popov Society, Honorary Member, 2004. * Gh. Asachi Medal, 2003. * ''IEEE Transactions on Circuits and Systems'' Guellemin-Cauer Best Paper Award, 2003. * IEEE Circuits and Systems Society, Mac Van Valkenburg Society Award, 2002.Retrieved December-23-10
/ref> * IEEE Third Millennium Medal, 2000. * IEEE Circuits and Systems Society Golden Jubilee Medal, 1999. * IEEE Circuits and Systems Society, Distinguished Lecturer, 1996-2001. * IEEE Circuits and Systems Society, Technical Achievement Award, 1994. * IEEE Ocean Engineering Society, Distinguished Lecturer, 1992-1994. * IEEE, ASA, AIAA Technical Educator of the Year, 1990. * NCR Faculty Excellence, 1988. * IEEE Life Fellow, 1976.


References

{{DEFAULTSORT:Figueiredo, Rui Goans in science and technology 1929 births Artificial intelligence researchers University of California, Irvine faculty 2013 deaths Fellow Members of the IEEE Purdue University faculty Rice University faculty Massachusetts Institute of Technology alumni Harvard University alumni American electrical engineers People from Panaji American people of Indian descent