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Lotfi A. Zadeh

Lotfi A. Zadeh
(2016)
Born
Lotfi Aliaskerzadeh

(1921-02-04)4 February 1921
Baku, Azerbaijan Soviet Socialist Republic
Died6 September 2017(2017-09-06) (aged 96)[1][3]
Berkeley, California, US[4]
Alma mater
Known forFounder of fuzzy mathematics,
fuzzy set theory, and fuzzy logic, Z numbers, Z-transform
SpouseFay Zadeh
Children2, including Norman Zada
AwardsEringen Medal (1976)
IEEE Hamming Medal (1992)[1]
Rufus Oldenburger Medal (1993)
IEEE Medal of Honor (1995)[1]
2012 BBVA Foundation Frontiers of Knowledge Award
Honorary Doctorate of Tehran University (2016)[2]
ACM Fellow
IEEE Fellow
AAAS Fellow
AAAI Fellow
Member of the National Academy of Engineering
Founding Member of Eurasian Academy
Scientific career
Fields
InstitutionsUniversity of California, Berkeley
ThesisFrequency analysis of variable networks (1949)
Doctoral advisorJohn R. Ragazzini
Doctoral students

Lotfi Aliasker Zadeh[5] (/ˈzɑːdeɪ/; Azerbaijani: Lütfi Rəhim oğlu Ələsgərzadə;[6] Persian: لطفی علی‌عسکرزاده;[2] 4 February 1921 – 6 September 2017)[1][3] was a mathematician, computer scientist, electrical engineer, artificial intelligence researcher, and professor[7] of computer science at the University of California, Berkeley. Zadeh is best known for proposing fuzzy mathematics, consisting of several fuzzy-related concepts: fuzzy sets,[8] fuzzy logic,[9] fuzzy algorithms,[10] fuzzy semantics,[11] fuzzy languages,[12] fuzzy control,[13] fuzzy systems,[14] fuzzy probabilities,[15] fuzzy events,[15] and fuzzy information.[16] Zadeh was a founding member of the Eurasian Academy.[1][17]

Early life and career

Azerbaijan

Zadeh was born in Baku, Azerbaijan SSR,[18] as Lotfi Aliaskerzadeh.[19] His father was Rahim Aleskerzade, an Iranian Muslim Azerbaijani[20] journalist from Ardabil on assignment from Iran, and his mother was Fanya (Feyga[21]) Korenman, a Jewish pediatrician from Odesa, Ukraine, who was an Iranian citizen.[22][23][24][25] The Soviet government at this time courted foreign correspondents, and the family lived well while in Baku.[26] Zadeh attended elementary school for three years there,[26] which he said "had a significant and long-lasting influence on my thinking and my way of looking at things."[27]

Iran

In 1931, when Stalin began agricultural collectivization,[21] and Zadeh was ten, his father moved his family back to Tehran, Iran. Zadeh was enrolled in Alborz High School, a missionary school,[21] where he was educated for the next eight years, and where he met his future wife,[26] Fay (Faina[21]) Zadeh, who said that he was "deeply influenced" by the "extremely decent, fine, honest and helpful" Presbyterian missionaries from the United States who ran the college. "To me they represented the best that you could find in the United States – people from the Midwest with strong roots. They were really 'Good Samaritans' – willing to give of themselves for the benefit of others. So this kind of attitude influenced me deeply. It also instilled in me a deep desire to live in the United States."[27] During this time, Zadeh was awarded several patents.[26]

Zadeh sat for the Iran national university exams and placed third in the nation.[26] As a student, he ranked first in his class in his first two years. In 1942, he graduated from the University of Tehran with a degree in electrical engineering, one of only three students in that field to graduate that year, due to the turmoil created by World War II, when the United States, Britain and the Soviet Union invaded Iran. Over 30,000 American soldiers were based there, and Zadeh worked with his father, who did business with them as a contractor for hardware and building materials.[28]

United States

In 1943, Zadeh decided to leave for the United States to continue his education.[21] He travelled to Philadelphia by way of Cairo after months of delay waiting first for the proper papers and later for the right ship to appear.[citation needed] He arrived in mid-1944, lived in New York and worked for an electronic association,[21] and entered the Massachusetts Institute of Technology (MIT) as a graduate student in September that year.[28][21] While in the United States, he shortened his family name, creating a new middle name from the part he removed, and was thenceforth known as Lotfi Aliasker Zadeh.[19] He received an MS degree in electrical engineering from MIT in 1946.

In 1947, as his parents had settled in New York City, Zadeh went to work as an engineer at Columbia University.[21] Zadeh then applied to Columbia University.[28][21] Columbia admitted him as a doctoral student and offered him an instructorship as well.[28] He received his PhD in electrical engineering from Columbia in 1949 and became an assistant professor the next year.[25][28] Zadeh taught for ten years at Columbia and was promoted to full professor in 1957.

The chairman of the electronic engineering department at the University of California, wrote and offered him work.[21] In 1959, Zadeh joined the Electrical Engineering faculty at the University of California, Berkeley. During his lengthy research career, Zadeh made important scientific contributions in two distinct areas: (1) linear system theory and classical control systems, and (2) fuzzy sets, fuzzy logic, and related science and technology.

Zadeh was awarded a Guggenheim Fellowship in 1967 for Natural Sciences in Applied Mathematics.[29]

Zadeh's first important research contribution, well known among scholars of his generation in the electrical engineering community, was in the area of classical control systems. His pioneer work, co-authored with Charles Desoer, Linear System Theory: The State Space Approach, laid a critical foundation for all modern approaches to system analysis and control.[30] The second and more well-known contribution of Zadeh's research is his lifelong dedication to the creation, enhancement and the real-world impacts of a broad collection of science and technology based on fuzzy sets and fuzzy logic. He published his seminal work on fuzzy sets in 1965, in which he described the motivation of replicating human-like reasoning and detailed the mathematics of fuzzy set theory.

In 1973 he proposed his theory of fuzzy logic. Together, fuzzy sets and fuzzy logic provide the necessary foundations for a broad class of related innovations, including (but not limited to):

  • fuzzy control – a practical approach to non-linear control using fuzzy if-then rules in fuzzy logic
  • fuzzy pattern recognition – a generalization of conventional pattern recognition techniques using fuzzy sets (e.g., fuzzy k-means generalizes k-means clustering)
  • fuzzy database – generalizes classical database query language using fuzzy sets and fuzzy logic
  • fuzzy mathematics – generalizes conventional mathematics using fuzzy sets and fuzzy logic
  • neuro-fuzzy systems – a synergistic combination of fuzzy logic and neural networks, providing the first interpretable AI system based on neural network learning

He was also on the Board of Governors for International Neural Network Society (INNIS) in 2003.

Impacts to higher education

Zadeh became the Chair of Department of Electrical Engineering at the University of California, Berkeley, in 1963. One of the lasting impacts of his leadership in this role is the expansion and the integration of computer science. He initiated and completed (in 1968) the transformation of the Electrical Engineering department at UC Berkeley to the Department of Electrical Engineering and Computer Science (EECS). This strategic move not only led UC Berkeley's advancement into the top ranks of computer science education and research, but also led other research universities globally to add computer science to their electrical engineering departments.

In 1973, Lotfi Zadeh received the prestigious (Institute of Electronic and Electrical Engineers) IEEE Education Award, largely in recognition of his performance as chair of EE and then EECS. Other important services to UC Berkeley include his Academic Senate committee memberships: Academic Planning & Resource Allocation (1992–95); Committees (1969–70; 1980–81); Courses of Instruction (1975–80); and Faculty Awards (1990–92). Professor Zadeh graduated more than 50 PhD students, many of whom went on to become leaders in various areas of engineering, management and information sciences.[31]

Personal life and beliefs

Photographs
image icon Zadeh, at his office, with camera, 1988[4]
image icon Zadeh, self-portrait[32][33]
image icon Claude Shannon, by Zadeh[32]
image icon Edgar Varese, by Zadeh[32]
image icon Fay Zadeh, by Zadeh[32]
image icon Fay and Lotfi, by Zadeh[32]
image icon Rahim Zadeh, by Zadeh[32]

Zadeh photographed people around him.[32]

Zadeh was called "quick to shrug off nationalism, insisting there are much deeper issues in life", and was quoted as saying in an interview:

The question really isn't whether I'm American, Russian, Iranian, Azerbaijani, or anything else. I've been shaped by all these people and cultures, and I feel quite comfortable among all of them.[34]

He noted in the same interview:

And what about the influence from Azerbaijanis? [...] Obstinacy and tenacity, not being afraid to get embroiled in controversy – that's very much a Turkic tradition. That's part of my character, too. I can be very stubborn. That has probably been beneficial for the development of fuzzy logic.[35]

He described himself as "an American, mathematically oriented, electrical engineer of Iranian descent, born in Russia."[25]

He and his wife Fay Zadeh had two children, Stella and Norman Zada. His wife wrote a book, My Life and Travels with the Father of Fuzzy Logic[36] about their travels and experiences together, visiting "exotic places" and meeting interesting people around the world.

Zadeh died in his home in Berkeley, California,[4] on 6 September 2017, at the age of 96.[1][3][unreliable source?] He was buried at the First Alley of Honors, on 29 September 2017[37] in Baku, Azerbaijan, the city in which he was born.[4] His funeral was well attended by "highly respected people."[38] A month prior to his death, the University of Tehran had released an erroneous report that Zadeh had died, but withdrew it several days later.[39]

Work

Stamp of Azerbaijan dedicated to the 100th anniversary of Lotfi A. Zadeh

According to Google Scholar, as of November 2021, Zadeh's work has been cited at least 269,091 times in scholarly works,[40] with the 1965 Fuzzy sets paper receiving at least 122,743 citations.[41]

Fuzzy sets and systems

Zadeh, in his theory of fuzzy sets, proposed using a membership function (with a range covering the interval [0,1]) operating on the domain of all possible values. He proposed new operations for the calculus of logic and showed that fuzzy logic was a generalisation of classical and Boolean logic. He also proposed fuzzy numbers as a special case of fuzzy sets, as well as the corresponding rules for consistent mathematical operations (fuzzy arithmetic).[42]

Fuzzy logic and artificial intelligence

Zadeh's research career has had a lasting impact on artificial intelligence (AI). Fuzzy sets and fuzzy logic are both motivated by our understanding of human cognition: that we are comfortable with concepts that have vague boundaries. This is well aligned with the Physical symbol system assumption in AI (by Allen Newell and Herbert A. Simon), inspired by another aspect of human cognition: that humans are comfortable with concepts that are described by symbols.

The concept of a linguistic variable in fuzzy logic connects a symbol that is typically a predicate in classical logic (e.g., "John is Bold", or in predicate logic – Bold(John)) – to linguistic values (e.g., "John is somewhat bold." or in fuzzy logic – Bold(John)=Somewhat ) – which generalizes the binary value of predicate logic in two ways. First, the two possible values (True or False) in predicate logic are generalized to a continuum (typically from 0, which corresponds to False, to 1, which corresponds to True). This allows the expression of Bold(John)= 0.5, which indicates that John is midway between being devoid of boldness and being entirely bold.

The second generalization enabled by fuzzy logic is to use a fuzzy set such as "somewhat bold" to describe a person's boldness level in a way that is more natural to human understanding and communication. Without this generalization, we can only describe the value of a person's boldness as a number (e.g., 0.5) or as an interval (e.g., [0.25, 0.75]). With this generalization, one can express the semantic meaning of "somewhat bold" as a fuzzy set in the domain of 0 and 1.

Zadeh was also an active contributor to the AI community, including at the Dartmouth Workshop that coined the term "artificial intelligence". He was subsequently a frequent contributor to leading AI conferences such as AAAI and IJCAI, as well as other top venues such as AI Magazine.

Other contributions

Zadeh is credited, along with John R. Ragazzini, in 1952, with having pioneered the development of the Z-transform method in discrete time signal processing and analysis. These methods are now standard in digital signal processing, digital control, and other discrete-time systems used in industry and research. He was an editor of the International Journal of Computational Cognition.

Zadeh's work also included computing with words and perceptions. His later papers include "From Search Engines to Question-Answering Systems"[43] and "Toward a Generalized Theory of Uncertainty (GTU)—An Outline".[44]

Selected publications

A complete list of publications is available.[45]

Lectures

  • 1991 - Fuzzy logic: principles, perspectives, and applications Lecture sponsored by the Dept. of Electrical and Computer engineering, University of California, San Diego. Electrical and Computer Engineering Distinguished Lecture Series. Digital Object Made Available by Special Collections & Archives, UC San Diego.

Awards and honors

Grave of Lotfi A. Zadeh in Baku.

Zadeh was a Fellow of the Institute of Electrical and Electronics Engineers, the American Academy of Arts and Sciences, the Association for Computing Machinery, the Association for the Advancement of Artificial Intelligence and the International Fuzzy Systems Association, and a member of the National Academy of Engineering.[5] He was also a member of the Academies of Science of Azerbaijan, Bulgaria, Finland, Korea and Poland, and of the International Academy of Systems Studies in Moscow. He received 24 honorary doctorates.[7]

Awards received by Zadeh include, among many others:

Legacy

In 2014, the IEEE Systems, Man, and Cybernetics Society established the "Lotfi A. Zadeh Pioneer Award", which is given to honour a person or persons with "outstanding and pioneering contributions to academic and/or industrial research in systems science and engineering, human-machine systems, and/or cybernetics." The award is funded from a $100,000 donation from Zadeh's son, Norm Zadeh, and is administered by the IEEE. Nominees must have "pioneered and developed innovative research, executed in either academe or industry," that has resulted in major scientific advances in "systems science and engineering, human-machine systems, and/or cybernetics." Contributions must have been made at least 15 years prior to the award date.[54]

In February 2019, ADA University in Baku, Azerbaijan presented the first "Lotfi Zadeh Scholarships", which honour the academic success of undergraduate students in the university's School of IT and Engineering. Winners of the scholarship receive a complete tuition waiver for the semester or semester-equivalent in which they achieved a 4.0 average.[55]

On 4 February 2021, the IEEE Computational Intelligence Society and the International Fuzzy Systems Association (IFSA) jointly celebrated the centenary of Zadeh's birth.[56]

On 30 November 2021, Google honored Zadeh with a Google Doodle.[57][58] His seminal paper Fuzzy sets was submitted for publication on this day in 1964.[8][57]

See also

References

Citations

  1. ^ a b c d e f g h Crowley, Magdalene L. (6 September 2017). "Lotfi Zadeh has passed away". Berkeley | Electrical Engineering and Computer Sciences. UC Berkeley College of Engineering. Archived from the original on 3 October 2021. Retrieved 30 November 2021. CS Prof. Lotfi Zadeh, known as the Father of Fuzzy Logic, passed away on the morning of September 6, 2017. He was 96. Zadeh touched many lives and had a tremendous impact on many scientific and technological fields. He is best known as the founder of fuzzy mathematics, fuzzy set theory, fuzzy logic, Z numbers and Z-transform. He won many awards including the IEEE Medal of Honor, the Honda Prize, the Okawa Prize, and the IEEE Hamming Medal. He was a founding member of the Eurasian Academy and a member of the Silicon Valley Engineering Hall of Fame. A state funeral will be held in his birth city of Baku, Azerbaijan.
  2. ^ a b "Granting honorary doctorate from Tehran University to professor Lotfizadeh". Official website of University of Tehran (UT) (in Persian). Tehran, Iran. 9 March 2016. Archived from the original on 16 January 2021. Retrieved 1 July 2017.
  3. ^ a b c "Lotfi Zadeh dead: Computing revolutionary and founder of fuzzy logic dies aged 96". International Business Times. 12 September 2017. Archived from the original on 30 November 2021. Retrieved 2 December 2021. Lotfali Rahim Oglu Asgarzadeh, better known as Lotfi A. Zadeh, was an Iranian mathematician, artificial intelligence researcher and professor of computer science at the University of California. He died on 6 September at 7.30 am it was confirmed by close friend.
  4. ^ a b c d Metz, Cade (11 September 2017). "Lotfi Zadeh, Father of Mathematical 'Fuzzy Logic,' Dies at 96". The New York Times. eISSN 1553-8095. ISSN 0362-4331. OCLC 1645522. Archived from the original on 1 December 2021. Retrieved 2 December 2021. Lotfi Zadeh, the computer scientist and electrical engineer whose theories of "fuzzy logic" rippled across academia and industry, influencing everything from linguistics, economics and medicine to air-conditioners, vacuum cleaners and rice cookers, died on Wednesday at his home in Berkeley, Calif. He was 96.
  5. ^ a b "Dr. Lotfi A. Zadeh was elected in 1973 as a member of National Academy of Engineering in Computer Science & Engineering and Electronics, Communication & Information Systems Engineering". Archived from the original on 8 December 2015. Retrieved 8 December 2015.
  6. ^ "Diasporla İş üzrə Dövlət Komitəsi". Archived from the original on 4 July 2014. Retrieved 7 June 2014.
  7. ^ a b "Lotfi A. Zadeh: Former Professor Emeritus". Berkeley | Electrical Engineering and Computer Sciences. UC Berkeley College of Engineering. n.d. Archived from the original on 2 December 2021. Retrieved 4 December 2021. Lotfi Zadeh was a Professor in the Graduate School of the Computer Science Division of Berkeley EECS. He also e served as the Director of BISC (Berkeley Initiative in Soft Computing). Lotfi Zadeh passed away on September 6, 2017. Zadeh was an alumnus of the University of Tehran, MIT and Columbia University. From 1950 to 1959, he was a member of the Department of Electrical Engineering, Columbia University. He joined the Department of Electrical Engineering at UC Berkeley in 1959 and served as its Chair from 1963 to 1968. During his tenure as Chair, he played a key role in changing the name of the Department from EE to EECS. He held visiting appointments at the Institute for Advanced Study, Princeton, NJ; MIT, Cambridge, MA; IBM Research Laboratory, San Jose, CA; AI Center, SRI International, Menlo Park, CA; and the Center for the Study of Language and Information, Stanford University.
  8. ^ a b — (June 1965). "Fuzzy sets". Information and Control. 8 (3). San Diego: 338–353. doi:10.1016/S0019-9958(65)90241-X. ISSN 0019-9958. Zbl 0139.24606. Wikidata Q25938993.
  9. ^ — (May 1996). "Fuzzy logic = computing with words". IEEE Transactions on Fuzzy Systems. 4 (2): 103–111. doi:10.1109/91.493904. ISSN 1063-6706. Wikidata Q56157601.
  10. ^ — (1 February 1968). "Fuzzy algorithms". Information and Control. 12 (2). San Diego, California: Academic Press: 94–102. doi:10.1016/S0019-9958(68)90211-8. ISSN 0019-9958. LCCN 59047612. OCLC 871736339.
  11. ^ — (1971). "Quantitative fuzzy semantics". Information Sciences. 3 (2): 159–176. doi:10.1016/S0020-0255(71)80004-X.
  12. ^ Lee, E. T.; — (1969). "Note on fuzzy languages". Information Sciences. 1 (4): 421–434. doi:10.1016/0020-0255(69)90025-5.
  13. ^ — (1972). "A Rationale for Fuzzy Control". Journal of Dynamic Systems, Measurement, and Control. 94: 3. doi:10.1115/1.3426540.
  14. ^ — (1969). "Toward a theory of fuzzy systems" (PDF). Archived (PDF) from the original on 22 October 2014. Retrieved 18 October 2014.
  15. ^ a b — (1984). "Fuzzy probabilities". Information Processing & Management. 20 (3): 363–372. doi:10.1016/0306-4573(84)90067-0.
  16. ^ — (1997). "Toward a theory of fuzzy information granulation and its centrality in human reasoning and fuzzy logic". Fuzzy Sets and Systems. 90 (2): 111–127. doi:10.1016/S0165-0114(97)00077-8.
  17. ^ "Eurasian Academy Official Site". Archived from the original on 21 June 2020. Retrieved 12 May 2021.
  18. ^ At this time, the Azerbaijan SSR was an independent republic, created by the Red Army. It would become part of the Transcaucasian Socialist Federative Soviet Republic in March 1922, and then part of the Soviet Union in December 1922.
  19. ^ a b McNeil & Freiberger, p. 17
  20. ^ Blair, Betty (winter 1994) "Interview with Lotfi Zadeh" Azerbaijan International. "Obstinacy and tenacity. Not being afraid to get embroiled in controversy. That's very much a Turkish tradition. That's part of my character, too" http://azer.com/aiweb/categories/magazine/24_folder/24_articles/24_fuzzylogic.html
  21. ^ a b c d e f g h i j Samad, Mohbaddin (Summer 2009). "A Phenomenon in Modern Science or Who Are You Lotfi Zadeh?". Visions of Azerbaijan Magazine. Vol. 4, no. 2. Retrieved 30 November 2021. ...mother Feyga and wife Faina...wife Faina, son Norman and daughter Stella...mother Feyga, father Rahim...(Mohbaddin Samad is the screen writer of the documentary film Far and Near Lotfi Zadeh (in Azerbaijani and English) and the author of a book about Lotfi Zadeh, The World Cannot Survive Without Geniuses)
  22. ^ Zadeh, Lotfi A. (21 May 2015). "Fuzzy logic—a personal perspective". Fuzzy Sets and Systems. 281: 4–20. doi:10.1016/j.fss.2015.05.009.
  23. ^ "Jews in Computer & Information Science" Archived 2013-05-13 at the Wayback Machine on the JINFO.org website
  24. ^ Анвар Унугви "Жанет Селимова" Archived 2014-07-14 at the Wayback Machine (Memoirs of Lotfi A. Zadeh's cousin in Baku, theatrical director, professor Zhanet Selimova).
  25. ^ a b c Gale, Thomson. Lotfi Asker Zadeh Biography Archived 2010-01-15 at the Wayback Machine World of Computer Science
  26. ^ a b c d e McNeil & Freiberger, p. 18
  27. ^ a b Blair, Betty (Winter 1994). "Famous People: Then and Now | Lotfi Zadeh". Azerbaijan International. Vol. 2, no. 4. pp. 28–29. ISSN 1075-086X. Archived from the original on 8 December 2023. Retrieved 6 February 2024. What experiences and interests in childhood would you say shaped your life and career? I went through the first three grades of elementary school in Baku. Those three years - from age 7 to 10 - had a significant and long-lasting influence on my thinking and my way of looking at things.
  28. ^ a b c d e McNeil & Freiberger, p. 19
  29. ^ "Lotfi A. Zadeh". John Simon Guggenheim Foundation. Retrieved 30 November 2021.
  30. ^ Zadeh, Lotfi and Desoer, Charles, Linear System Theory: The State Space Approach, Courier Dover Publications, 2008 (reprint).
  31. ^ Lotfi A Zadeh, Academic Senate, University of California
  32. ^ a b c d e f g Crowley, Magdalene L. (27 February 2018). "Portraits by Lotfi Zadeh". EECS Department Newsletter. UC Berkeley. Retrieved 30 November 2021.
  33. ^ Roberts, Siobhan (19 September 2017). "Remembering Lotfi Zadeh, the Inventor of Fuzzy Logic". The New Yorker. Condé Nast. Retrieved 30 November 2021.
  34. ^ Blair, Betty (Winter 1994). "Lotfi Zadeh | Short Biographical Sketch". Azerbaijan International. Vol. 2, no. 4. p. 49. ISSN 1075-086X. Archived from the original on 4 December 2023. Retrieved 6 February 2024. He's quick to shrug off nationalism, insisting there are much deeper issues in life. "The question really isn't whether I'm American, Russian, Iranian, Azerbaijani, or anything else," he'll tell you. "I've been shaped by all these people and cultures and I feel quite comfortable among all of them."
  35. ^ Blair, Betty (Winter 1994). "Interview with Lotfi Zadeh | Creator of Fuzzy Logic". Azerbaijan International. Vol. 2, no. 4. pp. 46–47, 50. ISSN 1075-086X. Archived from the original on 5 February 2024. Retrieved 6 February 2024. And what about the influence from Azerbaijanis? [...] Obstinacy and tenacity. Not being afraid to get embroiled in controversy. That's very much a Turkish tradition. That's part of my character, too. I can be very stubborn. That's probably been beneficial for the development of Fuzzy Logic.
  36. ^ Zadeh, Fay (1998). My Life and Travels with the Father of Fuzzy Logic. TSI Press. ISBN 978-1889335056. OCLC 40252107. OL 12186678M.
  37. ^ "Prominent scientist Lotfi Zadeh buried in Baku - PHOTO". AzerNews.az. 29 September 2017. Retrieved 30 November 2021. ...Lotfi Zadeh was laid to rest at the First Alley of Honors in Baku on September 29. State and government officials, scientists and representatives of the general public attended the funeral, Azertac reported...
  38. ^ Brewer, Jared and Shakeel, Azwar (September 17, 2017) "UC Berkeley professor, creator of 'fuzzy logic' Lotfi Zadeh dies at 96" Archived 2017-09-20 at the Wayback Machine The Daily Californian
  39. ^ "Lotfi Zadeh, Father Of Fuzzy Logic Dies At 96". Radio Farda. 11 September 2017.
  40. ^ "Lotfi A. Zadeh". Google Scholar. Archived from the original on 30 November 2021. Retrieved 30 November 2021. All Citations: 269091
  41. ^ Zadeh, Lotfi (1965). "Fuzzy Sets". Google Scholar. Archived from the original on 30 November 2021. Retrieved 30 November 2021. Total citations: Cited by 122743
  42. ^ McNeil & Freiberger, passim
  43. ^ Zadeh, Lotfi A. (2006). "From search engines to question answering systems—The problems of world knowledge, relevance, deduction and precisiation". In Sanchez, Elie (ed.). Fuzzy Logic and the Semantic Web. Capturing Intelligence. Vol. 1. Elsevier. pp. 163–210. CiteSeerX 10.1.1.89.3883. doi:10.1016/S1574-9576(06)80011-0. ISBN 9780444519481. OCLC 62475292.
  44. ^ Zadeh, Lotfi A. (June 2005). "Toward a generalized theory of uncertainty (GTU)—an outline". Information Sciences. 172 (1): 1–40. CiteSeerX 10.1.1.95.1834. doi:10.1016/j.ins.2005.01.017.
  45. ^ "Faculty Publications - Lotfi A. Zadeh". Berkeley | Electrical Engineering and Computer Sciences. UC Berkeley College of Engineering. Archived from the original on 25 November 2020. Retrieved 30 November 2021.
  46. ^ "IEEE James H. Mulligan, Jr. Education Medal Recipients" (PDF). IEEE. Archived (PDF) from the original on 24 November 2010. Retrieved 3 September 2011.
  47. ^ "IEEE Richard W. Hamming Medal Recipients" (PDF). IEEE. Archived (PDF) from the original on 12 June 2015. Retrieved 29 May 2011.
  48. ^ "Rufus Oldenburger Medal". American Society of Mechanical Engineers. Archived from the original on 7 November 2019. Retrieved 12 February 2013.
  49. ^ "IEEE Medal of Honor Recipients" (PDF). IEEE. Archived from the original (PDF) on 22 April 2015. Retrieved 3 September 2011.
  50. ^ "Richard E. Bellman Control Heritage Award". American Automatic Control Council. Archived from the original on 1 October 2018. Retrieved 10 February 2013.
  51. ^ "AI's Hall of Fame" (PDF). IEEE Intelligent Systems. 26 (4): 5–15. 2011. doi:10.1109/MIS.2011.64. Archived from the original (PDF) on 16 December 2011. Retrieved 4 September 2015.
  52. ^ "Tudósítás Prof. Dr. Lotfi A. Zadeh díszdoktoravatásáról" [Report on the inauguration of Prof. Dr. Lotfi A. Zadeh]. Óbudai Egyetem (in Hungarian). 8 November 2011. Archived from the original on 3 August 2020. Retrieved 30 November 2021 – via Google Translate. A Nobel-díjas Dr. Oláh György díszdoktorrá avatását követően Prof. Dr. Lotfi A. Zadeh, az University of California, Berkeley professzora, a Berkeley Initiative in Soft Computing (BISC) intézet igazgatója részesült Doctor Honoris Causa kitüntetésben 2011. november 7-én. [Following the inauguration of Nobel Laureate Dr. George Oláh as an Honorary Doctor, Prof. Dr. Lotfi A. Zadeh, Professor at the University of California, Berkeley, Director of the Berkeley Initiative in Soft Computing (BISC), received the Doctor Honoris Causa Award on November 7, 2011.]
  53. ^ "2017: Fuzzy Logic, Clear Impact". The Golden Goose Award. Archived from the original on 13 December 2019. Retrieved 13 December 2019.
  54. ^ "Lotfi A. Zadeh Pioneer Award" Archived 2020-06-18 at the Wayback Machine IEEE Systems, Man, and Cybernetics Society website
  55. ^ Staff (25 February 2019) "Presentation of Inaugural Lotfi Zadeh Scholarships" Archived 2019-03-31 at the Wayback Machine ADA University website
  56. ^ Staff (April 15, 2021) "Celebrating the centenary of Lotfi A. Zadeh (1921–2017)" Archived 2021-05-07 at the Wayback Machine IEEE.TV
  57. ^ a b "Celebrating Lotfi Zadeh". www.google.com. Retrieved 30 November 2021.
  58. ^ Kim, Soo (30 November 2021). "Google Doodle honors Lotfi Zadeh, the late Azerbaijani American scientist". Newsweek. Retrieved 30 November 2021.

General bibliography

Further reading

Quelle: https://en.wikipedia.org/wiki/Lofti_Zadeh