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 that use electricity, electronics, and electromagnetism. It emerged as an identifiable occupation in the l ...
,
computer engineering Computer engineering (CE, CoE, or CpE) is a branch of engineering specialized in developing computer hardware and software. It integrates several fields of electrical engineering, electronics engineering and computer science. Computer engi ...
, and
applied mathematics Applied mathematics is the application of mathematics, mathematical methods by different fields such as physics, engineering, medicine, biology, finance, business, computer science, and Industrial sector, industry. Thus, applied mathematics is a ...
at
Rice University William Marsh Rice University, commonly referred to as Rice University, is a Private university, private research university in Houston, Houston, Texas, United States. Established in 1912, the university spans 300 acres. Rice University comp ...
and at the
University of California, Irvine The University of California, Irvine (UCI or UC Irvine) is a Public university, public Land-grant university, land-grant research university in Irvine, California, United States. One of the ten campuses of the University of California system, U ...
.


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 est ...
,
Goa Goa (; ; ) is a state on the southwestern coast of India within the Konkan region, geographically separated from the Deccan highlands by the Western Ghats. It is bound by the Indian states of Maharashtra to the north, and Karnataka to the ...
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 The Massachusetts Institute of Technology (MIT) is a Private university, private research university in Cambridge, Massachusetts, United States. Established in 1861, MIT has played a significant role in the development of many areas of moder ...
, where he received a
BS degree A Bachelor of Science (BS, BSc, B.S., B.Sc., SB, or ScB; from the Latin ') is a bachelor's degree that is awarded for programs that generally last three to five years. The first university to admit a student to the degree of Bachelor of Scienc ...
in 1950, and an
MS degree A Master of Science (; abbreviated MS, M.S., MSc, M.Sc., SM, S.M., ScM or Sc.M.) is a master's degree. In contrast to the Master of Arts degree, the Master of Science degree is typically granted for studies in sciences, engineering and medicine ...
in 1952. He subsequently received a
PhD A Doctor of Philosophy (PhD, DPhil; or ) is a terminal degree that usually denotes the highest level of academic achievement in a given discipline and is awarded following a course of graduate study and original research. The name of the deg ...
from
Harvard University Harvard University is a Private university, private Ivy League research university in Cambridge, Massachusetts, United States. Founded in 1636 and named for its first benefactor, the History of the Puritans in North America, Puritan clergyma ...
in 1959. de Figueiredo worked as a consultant for the Portuguese Atomic Energy Commission while finishing his
PhD A Doctor of Philosophy (PhD, DPhil; or ) is a terminal degree that usually denotes the highest level of academic achievement in a given discipline and is awarded following a course of graduate study and original research. The name of the deg ...
, and upon graduation, became the head of the Applied Maths and Physics Division of the Nuclear Research Centre, in
Sacavém Sacavém (; ) is a city and 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, Lisbon. Th ...
,
Portugal Portugal, officially the Portuguese Republic, is a country on the Iberian Peninsula in Southwestern Europe. Featuring Cabo da Roca, the westernmost point in continental Europe, Portugal borders Spain to its north and east, with which it share ...
. 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''. In the ''North American system'', used in the United States and many other countries, it is a position ...
in the School of Electrical Engineering at
Purdue University Purdue University is a Public university#United States, public Land-grant university, land-grant research university in West Lafayette, Indiana, United States, and the flagship campus of the Purdue University system. The university was founded ...
. In 1965, he became a
full professor Professor (commonly abbreviated as Prof.) is an academic rank at universities and other post-secondary education and research institutions in most countries. Literally, ''professor'' derives from Latin as a 'person who professes'. Professors ...
jointly appointed in the Departments of Electrical and Computer Engineering and Applied Mathematics at
Rice University William Marsh Rice University, commonly referred to as Rice University, is a Private university, private research university in Houston, Houston, Texas, United States. Established in 1912, the university spans 300 acres. Rice University comp ...
. In 1990, Figueiredo moved to
Irvine Irvine may refer to: Places On Earth Antarctica *Irvine Glacier * Mount Irvine (Antarctica) Australia * Irvine Island * Mount Irvine, New South Wales Canada * Irvine, Alberta * Irvine Inlet, Nunavut Scotland *Irvine, North Ayrshire, Scotlan ...
,
California California () is a U.S. state, state in the Western United States that lies on the West Coast of the United States, Pacific Coast. It borders Oregon to the north, Nevada and Arizona to the east, and shares Mexico–United States border, an ...
, where he was a professor in both the Electrical Engineering and Computer Science Department and Mathematics Department at the
University of California at Irvine The University of California, Irvine (UCI or UC Irvine) is a public land-grant research university in Irvine, California, United States. One of the ten campuses of the University of California system, UCI offers 87 undergraduate degrees and 129 ...
. 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 The Walter A. Haas School of Business (branded as Berkeley Haas) is the business school of the University of California, Berkeley, a Public university, public research university in Berkeley, California. It was the first business school at a pub ...
.


Work

Figueiredo is best known for his work developing novel mathematical foundations for the solution of fundamentally nonlinear problems, with applications in
pattern recognition Pattern recognition is the task of assigning a class to an observation based on patterns extracted from data. While similar, pattern recognition (PR) is not to be confused with pattern machines (PM) which may possess PR capabilities but their p ...
,
signal processing Signal processing is an electrical engineering subfield that focuses on analyzing, modifying and synthesizing ''signals'', such as audio signal processing, sound, image processing, images, Scalar potential, potential fields, Seismic tomograph ...
,
image processing An image or picture is a visual representation. An image can be two-dimensional, such as a drawing, painting, or photograph, or three-dimensional, such as a carving or sculpture. Images may be displayed through other media, including a pr ...
, and
neural networks A neural network is a group of interconnected units called neurons that send signals to one another. Neurons can be either Cell (biology), biological cells or signal pathways. While individual neurons are simple, many of them together in a netwo ...
. 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 The Fock space is an algebraic construction used in quantum mechanics to construct the quantum states space of a variable or unknown number of identical particles from a single particle Hilbert space . It is named after V. A. Fock who first intro ...
F, a Reproducing Kernel
Hilbert Space In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
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 filter is a filter whose output is not a linear function of its input. That is, if the filter outputs signals and for two input signals and separately, but does not always output when the input is a linear ...
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 Systems—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 Scientists from Goa 1929 births American artificial intelligence researchers University of California, Irvine faculty 2013 deaths Fellows 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 Goan descent