Jacek M. Zurada
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Jacek M. Zurada is a Polish-American computer scientist who serves as a Professor of the Electrical and Computer Engineering Department at the
University of Louisville The University of Louisville (UofL) is a public university, public research university in Louisville, Kentucky, United States. It is part of the Kentucky state university system. Chartered in 1798 as the Jefferson Seminary, it became in the 19t ...
,
Kentucky Kentucky (, ), officially the Commonwealth of Kentucky, is a landlocked U.S. state, state in the Southeastern United States, Southeastern region of the United States. It borders Illinois, Indiana, and Ohio to the north, West Virginia to the ...
. His M.S. and Ph.D. degrees are from Politechnika Gdaṅska (Gdansk University of Technology, Poland) ranked as #1 among Polish universities of technology. He has held visiting appointments at the Swiss Federal Institute of Technology, Zurich,
Princeton Princeton University is a private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth as the College of New Jersey, Princeton is the fourth-oldest institution of higher education in the Unit ...
, Northeastern, and Auburn, and at overseas universities in
Australia Australia, officially the Commonwealth of Australia, is a country comprising mainland Australia, the mainland of the Australia (continent), Australian continent, the island of Tasmania and list of islands of Australia, numerous smaller isl ...
,
Chile Chile, officially the Republic of Chile, is a country in western South America. It is the southernmost country in the world and the closest to Antarctica, stretching along a narrow strip of land between the Andes, Andes Mountains and the Paci ...
,
China China, officially the People's Republic of China (PRC), is a country in East Asia. With population of China, a population exceeding 1.4 billion, it is the list of countries by population (United Nations), second-most populous country after ...
,
France France, officially the French Republic, is a country located primarily in Western Europe. Overseas France, Its overseas regions and territories include French Guiana in South America, Saint Pierre and Miquelon in the Atlantic Ocean#North Atlan ...
,
Germany Germany, officially the Federal Republic of Germany, is a country in Central Europe. It lies between the Baltic Sea and the North Sea to the north and the Alps to the south. Its sixteen States of Germany, constituent states have a total popu ...
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Hong Kong Hong Kong)., Legally Hong Kong, China in international treaties and organizations. is a special administrative region of China. With 7.5 million residents in a territory, Hong Kong is the fourth most densely populated region in the wor ...
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Italy Italy, officially the Italian Republic, is a country in Southern Europe, Southern and Western Europe, Western Europe. It consists of Italian Peninsula, a peninsula that extends into the Mediterranean Sea, with the Alps on its northern land b ...
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Japan Japan is an island country in East Asia. Located in the Pacific Ocean off the northeast coast of the Asia, Asian mainland, it is bordered on the west by the Sea of Japan and extends from the Sea of Okhotsk in the north to the East China Sea ...
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Poland Poland, officially the Republic of Poland, is a country in Central Europe. It extends from the Baltic Sea in the north to the Sudetes and Carpathian Mountains in the south, bordered by Lithuania and Russia to the northeast, Belarus and Ukrai ...
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Singapore Singapore, officially the Republic of Singapore, is an island country and city-state in Southeast Asia. The country's territory comprises one main island, 63 satellite islands and islets, and one outlying islet. It is about one degree ...
,
Spain Spain, or the Kingdom of Spain, is a country in Southern Europe, Southern and Western Europe with territories in North Africa. Featuring the Punta de Tarifa, southernmost point of continental Europe, it is the largest country in Southern Eur ...
, and
South Africa South Africa, officially the Republic of South Africa (RSA), is the Southern Africa, southernmost country in Africa. Its Provinces of South Africa, nine provinces are bounded to the south by of coastline that stretches along the Atlantic O ...
. He is a Life Fellow of
IEEE The Institute of Electrical and Electronics Engineers (IEEE) is an American 501(c)(3) organization, 501(c)(3) public charity professional organization for electrical engineering, electronics engineering, and other related disciplines. The IEEE ...
and a Fellow of the International Neural Networks Society and Doctor Honoris Causa of Czestochowa Institute of Technology, Poland.


Research achievements

Dr. Zurada research contributions cover
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 ...
,
deep learning Deep learning is a subset of machine learning that focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation learning. The field takes inspiration from biological neuroscience a ...
,
data mining Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and ...
with emphasis on data and feature understanding, rule extraction from
semantic Semantics is the study of linguistic Meaning (philosophy), meaning. It examines what meaning is, how words get their meaning, and how the meaning of a complex expression depends on its parts. Part of this process involves the distinction betwee ...
and
visual The visual system is the physiological basis of visual perception (the ability to detect and process light). The system detects, transduces and interprets information concerning light within the visible range to construct an image and buil ...
information Information is an Abstraction, abstract concept that refers to something which has the power Communication, to inform. At the most fundamental level, it pertains to the Interpretation (philosophy), interpretation (perhaps Interpretation (log ...
,
machine learning Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task ( ...
, decomposition methods for salient feature extraction, and lambda learning rule for neural networks. His work has advanced fundamental understanding and integration of several relevant threads in neural networks and has introduced their modern taxonomy. It has formatted training algorithms in neural networks as learning in feedback systems. His more recent work has successfully addressed the lack of transparency and explanation capability due to the inherent black-box nature of neural networks. He developed a novel approach of statistical tests and network sensitivity evaluations by using the perturbation method to delete redundant inputs of perceptron networks and prune their weights. This work has led to rule extraction methods from pruned networks that produce if-then rules. His other achievements were in transparency of such deep learning architectures as auto-encoders and multilayer perceptrons with soft-max outputs and non-negative weights that can produce critical explanations. He has published 450 journal and conference papers, authored or co-authored three books, including the pioneering
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 ...
text "Introduction to Artificial Neural Systems" (1992), and co-edited a number of volumes in
Springer Springer or springers may refer to: Publishers * Springer Science+Business Media, aka Springer International Publishing, a worldwide publishing group founded in 1842 in Germany formerly known as Springer-Verlag. ** Springer Nature, a multinationa ...
Lecture Notes in Computer Science ''Lecture Notes in Computer Science'' is a series of computer science books published by Springer Science+Business Media since 1973. Overview The series contains proceedings, post-proceedings, monographs, and Festschrifts. In addition, tutorials ...
. His books and articles were cited over 19,000 times (Google Scholar, 2024).


Professional and editorial service

Dr. Zurada has served the engineering profession as a long-time volunteer of
IEEE The Institute of Electrical and Electronics Engineers (IEEE) is an American 501(c)(3) organization, 501(c)(3) public charity professional organization for electrical engineering, electronics engineering, and other related disciplines. The IEEE ...
: as 2014 IEEE Vice-President-Technical Activities (TAB Chair), as President of IEEE Computational Intelligence Society in 2004–05 and the ADCOM member in 2009–14, 2016–21 and earlier years. He chaired the IEEE TAB Strategic Planning Committee in 2015, IEEE TAB Periodicals Review and Advisory Committee in 2012–13, and the IEEE TAB Periodicals Committee in 2010–11. In 2011 he was Vice-Chair of PSP Board and a member of PSP Board Strategic Planning Committee in 2010–11. He was a candidate for 2019 and 2020 IEEE President. He was the Editor-in-Chief of
IEEE Transactions The publications of the Institute of Electrical and Electronics Engineers (IEEE) constitute around 30% of the world literature in the electrical and electronics engineering and computer science fields, publishing well over 100 peer-reviewed journal ...
on Neural Networks (1998–2003), an Associate Editor of
IEEE Transactions The publications of the Institute of Electrical and Electronics Engineers (IEEE) constitute around 30% of the world literature in the electrical and electronics engineering and computer science fields, publishing well over 100 peer-reviewed journal ...
on Circuits and Systems, Pt. I and Pt. II, Action Editor in Neural Networks (Elsevier) and served on the Editorial Board of the ''
Proceedings of the IEEE The ''Proceedings of the IEEE'' is a monthly peer-reviewed scientific journal published by the Institute of Electrical and Electronics Engineers (IEEE). The journal focuses on electrical engineering and computer science. According to the ''Journa ...
''. He is an Associate Editor of ''Neurocomputing'' (Elsevier), ''Schedae Informaticae'', the ''International Journal of Applied Mathematics and Computer Science'', and Editor of the
Springer Springer or springers may refer to: Publishers * Springer Science+Business Media, aka Springer International Publishing, a worldwide publishing group founded in 1842 in Germany formerly known as Springer-Verlag. ** Springer Nature, a multinationa ...
Natural Computing, Advances in Intelligent Systems and Computing and Studies in Computational Intelligence Book series or volumes.


Awards and honours

He has received a number of awards for distinction in research, teaching, and service including the 1993 UofL's Presidential Award for Research, Scholarship and Creative Activity, 1999 IEEE Circuits and Systems Society Golden Jubilee Medal, and the 2001 and 2014 UofL's Presidential Distinguished Service Awards for Service to the Profession. In 2013 he received the Joe Desch Innovation Award. His IEEE Distinguished Speaker contributions include IEEE Circuits and Systems Society, IEEE Computational Intelligence Society (2012–15), and IEEE SMC Society (2016–21). He also served as a Fulbright Specialist in Bulgaria (2010) and Italy (2012). In 2020 he was inducted to the IEEE Technical Activities Board Hall of Honor. In 2003 he was conferred the Title of Professor by the President of Poland. Since 2005 he has been an elected Foreign Member of the
Polish Academy of Sciences The Polish Academy of Sciences (, PAN) is a Polish state-sponsored institution of higher learning. Headquartered in Warsaw, it is responsible for spearheading the development of science across the country by a society of distinguished scholars a ...
. He also received five Honorary Professorships from foreign universities, including
Sichuan University Sichuan University (SCU) is a public university in Chengdu, Sichuan, China. The university is affiliated with and funded by the Ministry of Education. The university is part of Project 211, Project 985, and the Double First-Class Construction. I ...
in
Chengdu Chengdu; Sichuanese dialects, Sichuanese pronunciation: , Standard Chinese pronunciation: ; Chinese postal romanization, previously Romanization of Chinese, romanized as Chengtu. is the capital city of the Chinese province of Sichuan. With a ...
,
China China, officially the People's Republic of China (PRC), is a country in East Asia. With population of China, a population exceeding 1.4 billion, it is the list of countries by population (United Nations), second-most populous country after ...
, and Obuda University in
Budapest Budapest is the Capital city, capital and List of cities and towns of Hungary, most populous city of Hungary. It is the List of cities in the European Union by population within city limits, tenth-largest city in the European Union by popul ...
,
Hungary Hungary is a landlocked country in Central Europe. Spanning much of the Pannonian Basin, Carpathian Basin, it is bordered by Slovakia to the north, Ukraine to the northeast, Romania to the east and southeast, Serbia to the south, Croatia and ...
.


List of awards

* 2023 Membership in European Academy of Sciences and Arts, elected as a Member * 2023 Plaque of Special Appreciation, awarded by IEEE Hyderabad, India Section, for remarkable partnership in publishing and presentation * 2023 Memorial Medal, awarded by IEEE Poland Section and Poznan University of Technology, Poland * 2022 H.C. (Honoris Causa) Doctorate, awarded by Czestochowa Institute of Technology, Czestochowa, Poland, June 27, 2022 * 2022 J. Groszkowski Medal, awarded by the Association of Polish Electrical Engineers for leadership in building information-based society, Warsaw, Poland, May 2022 * 2020 IEEE Technical Activities Hall of Fame Award, by the IEEE Technical Activities Board for membership globalization and educational efforts, November 2020 * 2019 Certificate of Appreciation for Contributions to the 1st Societal Automation Conference from IEEE/Academy of Mining and Metallurgy, Krakow, Poland, September 2019 * 2018 Certificate of Recognition, by the President of IEEE Computational Intelligence Society for service on the Society Board in 2016–18 * 2018 Honorary Diploma of the Gdansk University of Technology, Gdansk, Poland by the University President for distinguished professional career of 50 years that brought recognition to the university, August 8 * 2018 Certificate of Recognition, by IEEE-VP-Member and Geographical Services for dedicated service on the IEEE MGA Board in 2017 * 2017 Special Springer Volume “Dedicated to Professor Jacek Zurada: Advances in Data Analysis with Computational Intelligence Methods”, vol. Studies in Computational Intelligence No. 738, Eds. A.E. Gaweda. J. Kacprzyk, L. Rutkowski, G.G. Yen * 2017 Certificate of Recognition, by IEEE-VP-Member and Geographical Services for dedicated service on the IEEE MGA Board in 2016 * 2016-17 Distinguished Speaker for IEEE Systems, Man and Cybernetics Society * 2015-19 Member of the Board of Overseers, Polish Academy of Science * 2015 INNS Fellow Award, by International Neural Networks Society * 2015 Resolution of Appreciation, adopted by IEEE Technical Activities Board by acclamation * 2015 Certificate of Appreciation and Golden Gavel, for Services as IEEE Technical Activities Board Chair * 2015 Honorary Professor, conferred by the Obuda University, Budapest, Hungary * 2015 Outstanding Contribution Award, by China University of Petroleum, Qingdao, China * 2014 Plaque of Recognition, by IEEE Technical Activities Board for service as Board's Chair * 2014 Distinguished Service Award for Service to the Profession, by the President of the University of Louisville * 2014 Certificate of Recognition, by the President of IEEE Computational Intelligence Society for service on the Society Board in 2012–14 * 2014 Outstanding Polish American, Science Category, by Pangea Network, Chicago, May 3, 2014 * 2014 IEEE Life Fellow Award * 2013 Joe Desch Innovation Award in Recognition of Exceptional Insights and Achievements which Advanced the Horizons of Digital Technologies, by the Engineers Club of Dayton, Ohio * 2013 Certificate of Appreciation, for Services as IEEE Technical Activities Board Member * 2013-15 Distinguished Speaker for IEEE Computational Intelligence Society * 2012 Certificate of Successful Completion of the Fulbright Specialist Program, from the Assistant Secretary of State for Educational and Cultural Affairs, US State Department * 2012 Fulbright Specialist Award for project with University of Catania, Italy, May 8-June 6, 2012 * 2012 Honorary Professor Award, by China University of Petroleum, Qingdao, China, April 6, 2012 * 2011 IES Prestigious Engineering Achievement Award “In recognition of an outstanding engineering project which has made significant contributions to Singapore’s development”, November 2011 * 2010-14 Member of the Board of Overseers, Polish Academy of Science * 2010, 11 Certificates of Appreciation, for Services as IEEE Technical Activities Board Member * 2010, 11 Certificates of Appreciation, for Services IEEE Publication Services and Products Board member * 2010 Awarded the Title of an Honorary Professor, by the Sechuan University, Chengdu, China * 2010-12 University Scholar, University of Louisville * 2009 Fulbright Specialist Award for project with Technical University-Varna, Bulgaria, June 28-July 24, 2009 * 2008 IEEE Computational Intelligence Society Meritorious Service Award * 2008 Award for Exceptional Contributions to the Advancement of the Neural Networks Community in Poland, awarded by the Polish Neural Networks Society * 2007 Certificate of Appreciation, by the President of IEEE Computational Intelligence Society for service as IEEE CIS Past President in 2006 and for service on the Society's Board * 2007-09 Distinguished University Professor, University of Louisville * 2006 Awarded the Status of Fulbright Specialist for 2006–12 * 2006 Awarded the Title of Honorary Professor, by the Chinese University of Electronic Science and Technology, Chengdu, China * 2005 Elected to the Distinction of a Foreign Member of the Polish Academy of Sciences * 2005 Certificate of Recognition as 2005 IEEE Technical Activities Board Member, by the President of IEEE * 2004 Certificate of Recognition as 2004 IEEE Technical Activities Board Member, by the President of IEEE * 2003 Awarded the Title of an Honorary Professor, by Hebei University, China * 2003 Awarded the Title of a National Professor, by Mr. Aleksander Kwasniewski, President of Poland * 2003 Certificate of Appreciation, by the IASTED International Conference on Neural Networks and Computational Intelligence, Cancun, Mexico * 2001 Distinguished Service Award for Service to the Profession, by the President of the University of Louisville * 2000 3rd Faculty Prize in the Innovation in Biotechnology for the Poster Paper at the Research!Louisville Conference (shared with three co-authors) * 2000 Certificate of Nomination in Recognition of Distinguished Service, awarded by the President of the University of Louisville * 1999 IEEE Circuits and Systems Society Golden Jubilee Medal * 1999 Best Poster Paper Session Award, International Joint Conference on Neural Networks (two awards for one paper co-authored each), Washington, DC, July 10–16, 1999 * 1998–11 Distinguished Speaker for IEEE Computational Intelligence Society * 1998 Certificate of Appreciation for Outstanding Performance in Support of the 1998 IEEE World Congress on Computational Intelligence, Anchorage, Alaska, by IEEE Neural Networks Council * 1997 Certificate of Appreciation for Services Rendered as 1992–97 Associate Editor of the IEEE Transactions on Neural Networks, awarded by IEEE Neural Networks Council * 1997 Certificate of Appreciation for Services Rendered as 1995–97 Associate Editor of the IEEE Transactions on Circuits and Systems, Part II: Analog and Digital Signal Processing, awarded by IEEE Circuits and Systems Society * 1997 Polish Ministry of National Education Award * 1996 IEEE Fellow Award, awarded by IEEE Board of Directors * 1996 Distinguished Service Plaque as Plenary/Special Session Committee, and Awards Committee Chair, 1996 IEEE International Conference on Neural Networks, Washington, DC * 1997 Certificate of Appreciation for Services Rendered as 1993–95 Associate Editor of the IEEE Transactions on Circuits and Systems, Part II: Analog and Digital Signal Processing, awarded by IEEE Circuits and Systems Society * 1994–02 Distinguished Speaker for IEEE Circuits and Systems Society * 1994 Certificate of Appreciation for Outstanding Performance in Support of the 1994 IEEE World Congress on Computational Intelligence, Orlando, Florida, by IEEE Neural Networks Council * 1994 Louisville IEEE Section Engineering Achievement Award * 1994 Japanese Society for Promotion of Science Fellowship (2 months) * 1993 Research, Scholarship and Creative Activity Presidential Award, by the President of the University of Louisville * 1986 Louisville IEEE Section Outstanding Electrical Engineer Award of the Year * 1985 Nominee of the Electrical Engineering Department for the University of Louisville Research Award * 1980 Polish Ministry of Science, Higher Education and Technology Research Team Award, First Class for the book ''Active RC Filters'' (co-authored with M. Bialko, W. Sienko, A. Guzinski) * 1979 Yearly Distinction for Excellence in Teaching awarded by the Electronics Department Head, Technical University of Gdansk, Gdansk, Poland * 1976 Polish Ministry of Science, Higher Education and Technology Research Award (Third Class) for advances in the state-of-the-art in active electronic filters * 1975 Ph.D. degree with Distinction * 1971–77 Yearly Research Awards by the President of the Technical University of Gdansk, Gdansk, Poland


References


External links


Home page of Dr. Jacek M. Zurada
Accessed June 14, 2008. {{DEFAULTSORT:Zurada, Jacek 1944 births Artificial intelligence researchers Electrical engineering academics Living people Machine learning researchers Polish academics University of Louisville faculty Polish computer scientists Gdańsk University of Technology alumni