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Sabine J. A. Van Huffel (born September 26, 1958) is a Belgian computer scientist, applied mathematician, and electrical engineer, whose research concerns computational methods for medical diagnostics, and in particular methods based on
total least squares In applied statistics, total least squares is a type of errors-in-variables regression, a least squares data modeling technique in which observational errors on both dependent and independent variables are taken into account. It is a generalizat ...
.


Education and career

Van Huffel was born in
Menen Menen (; french: Menin ; vls, Mêenn or ) is a city and municipality located in the Belgian province of West Flanders. The municipality comprises the city of Menen proper and the towns of Lauwe and Rekkem. The city is situated on the French/ ...
. She earned bachelor's and doctoral degrees from
KU Leuven KU Leuven (or Katholieke Universiteit Leuven) is a Catholic research university in the city of Leuven, Belgium. It conducts teaching, research, and services in computer science, engineering, natural sciences, theology, humanities, medicine, l ...
in 1981 and 1987, with Joos Vandewalle as her
doctoral advisor A doctoral advisor (also dissertation director, dissertation advisor; or doctoral supervisor) is a member of a university faculty whose role is to guide graduate students who are candidates for a doctorate, helping them select coursework, as well ...
. Her dissertation, ''Analysis of the Total Least Squares Problem and its use in parameter estimation'', concerned
total least squares In applied statistics, total least squares is a type of errors-in-variables regression, a least squares data modeling technique in which observational errors on both dependent and independent variables are taken into account. It is a generalizat ...
methods for
parameter estimation Estimation theory is a branch of statistics that deals with estimating the values of parameters based on measured empirical data that has a random component. The parameters describe an underlying physical setting in such a way that their val ...
. She is a full professor at KU Leuven since 2002 . and a Distinguished Professor of Electrical Engineering at
Eindhoven University of Technology The Eindhoven University of Technology ( nl, Technische Universiteit Eindhoven), abbr. TU/e, is a public technical university in the Netherlands, located in the city of Eindhoven. In 2020–21, around 14,000 students were enrolled in its BSc ...
(TU/e) since 2014 (until 2022).


Book

With Vandewalle, Van Huffel is the author of the book ''The Total Least Squares Problem: Computational Aspects and Analysis'' (SIAM, 1991).


Recognition

Van Huffel is a
fellow A fellow is a concept whose exact meaning depends on context. In learned or professional societies, it refers to a privileged member who is specially elected in recognition of their work and achievements. Within the context of higher education ...
of the
IEEE The Institute of Electrical and Electronics Engineers (IEEE) is a 501(c)(3) professional association for electronic engineering and electrical engineering (and associated disciplines) with its corporate office in New York City and its operati ...
and the recipient of an honorary doctorate from TU/e. In 2016 she was elected as a fellow of the
Society for Industrial and Applied Mathematics Society for Industrial and Applied Mathematics (SIAM) is a professional society dedicated to applied mathematics, computational science, and data science through research, publications, and community. SIAM is the world's largest scientific soci ...
"for esteemed accomplishments in bridging the gap between advanced numerical linear algebra techniques and biomedical signal processing". She was elected to the Royal Flemish Academy of Belgium for Science and the Arts in 2017.


References


External links

* 1958 births Living people Belgian women computer scientists Belgian women mathematicians KU Leuven alumni Academic staff of KU Leuven Academic staff of the Eindhoven University of Technology Fellow Members of the IEEE Fellows of the Society for Industrial and Applied Mathematics {{authority control