Biography:Cynthia Dwork
Cynthia Dwork | |
---|---|
Dwork lectures at Harvard Kennedy School in 2018 | |
Born | June 27, 1958 |
Alma mater | Princeton University (BSE) Cornell University (PhD) |
Known for | Differential privacy Non-Malleable Cryptography Proof-of-work |
Awards |
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Scientific career | |
Fields | Computer science[1] |
Institutions | Harvard University |
Thesis | Bounds on Fundamental Problems in Parallel and Distributed Computation (1984) |
Doctoral advisor | John Hopcroft[2][3] |
Website | dwork |
Cynthia Dwork (born June 27, 1958[citation needed]) is an American computer scientist best known for her contributions to cryptography, distributed computing, and algorithmic fairness. She is one of the inventors of differential privacy and proof-of-work.
Dwork works at Harvard University, where she is Gordon McKay Professor of Computer Science, Radcliffe Alumnae Professor at the Radcliffe Institute for Advanced Study, and Affiliated Professor at Harvard Law School and Harvard's Department of Statistics.
Dwork was elected a member of the National Academy of Engineering in 2008 for fundamental contributions to distributed algorithms and the security of cryptosystems.
Early life and education
Dwork received her B.S.E. from Princeton University in 1979, graduating Cum Laude, and receiving the Charles Ira Young Award for Excellence in Independent Research. Dwork received her Ph.D. from Cornell University in 1983[3] for research supervised by John Hopcroft.[4][2]
Career and research
Dwork is known for her research placing privacy-preserving data analysis on a mathematically rigorous foundation, including the invention of differential privacy in the early to mid 2000s, a strong privacy guarantee frequently permitting highly accurate data analysis.[5] The definition of differential privacy relies on the notion of indistinguishability of the outputs irrespective of whether an individual has contributed their data or not. This is typically achieved by adding small amounts of noise either to the input data or to outputs of computations performed on the data.[6] She uses a systems-based approach to studying fairness in algorithms including those used for placing ads.[7] Dwork has also made contributions in cryptography and distributed computing, and is a recipient of the Edsger W. Dijkstra Prize for her early work on the foundations of fault-tolerant systems.[8]
Her contributions in cryptography include non-malleable cryptography with Danny Dolev and Moni Naor in 1991, the first lattice-based cryptosystem with Miklós Ajtai in 1997, which was also the first public-key cryptosystem for which breaking a random instance is as hard as solving the hardest instance of the underlying mathematical problem ("worst-case/average-case equivalence"). With Naor she also first presented the idea of, and a technique for, combating e-mail spam by requiring a proof of computational effort, also known as proof-of-work — a key technology underlying hashcash and bitcoin.
Selected works
Her publications[1] include:
- Dwork, Cynthia (1988). "Consensus in the presence of partial synchrony". Journal of the ACM 35 (2): 288–323. doi:10.1145/42282.42283. — this paper received the Dijkstra Prize in 2007.
- Dwork, Cynthia; Roth, Aaron (2014). The Algorithmic Foundations of Differential Privacy. Foundations and Trends in Theoretical Computer Science. Now Publishers. ISBN 978-1601988188. http://www.cis.upenn.edu/~aaroth/Papers/privacybook.pdf.
Awards and honors
She was elected as a Fellow of the American Academy of Arts and Sciences (AAAS) in 2008,[9][10] as a member of the National Academy of Engineering in 2008, as a member of the National Academy of Sciences in 2014, as a fellow of the Association for Computing Machinery (ACM) in 2015,[11] and as a member of the American Philosophical Society in 2016.[12]
Dwork received a number of awards for her work.
- In 2007, she received her first test-of-time, the Dijkstra Prize, for her work on consensus problems together with Nancy Lynch and Larry Stockmeyer.[13][14]
- In 2009, she won the PET Award for Outstanding Research in Privacy Enhancing Technologies.[15]
- In 2016, both the International Association for Cryptologic Research 2016 TCC Test-of-Time Award[16] and the 2017 Gödel Prize were awarded to Cynthia Dwork, Frank McSherry, Kobbi Nissim and Adam D. Smith for their seminal paper that introduced differential privacy.[17]
- In 2020, she received the IEEE Richard W. Hamming Medal for "foundational work in privacy, cryptography, and distributed computing, and for leadership in developing differential privacy."[18]
- She is the 2020 winner of the Knuth Prize.[19]
- She is a co-winner of the 2021 ACM Paris Kanellakis Theory and Practice Award for her and her co-authors' "fundamental contributions to the development of differential privacy".[20]
- She is co-winner of the 2022 RSA Award for Excellence in Mathematics for "contributions to the foundation of privacy and to the foundations of cryptography".[21]
- In 2022, her 1991 STOC paper, with Dolev and Naor, “Non-Malleable Cryptography,”[22] won a STOC 30-year Test-of Time award.[23]
Personal life
Dwork is the daughter of American mathematician Bernard Dwork, and sister of historian Debórah Dwork.[citation needed] She has a black belt in taekwondo.[24]
References
- ↑ 1.0 1.1 {{Google Scholar id}} template missing ID and not present in Wikidata.
- ↑ 2.0 2.1 Cynthia Dwork at the Mathematics Genealogy Project
- ↑ 3.0 3.1 Dwork, Cynthia (1983). Bounds on Fundamental Problems in Parallel and Distributed Computation. cornell.edu (PhD thesis). Cornell University. hdl:1813/6427. OCLC 634017620.
- ↑ Hopcroft, John. "John Hopcroft's Webpage". http://www.cs.cornell.edu/jeh/.
- ↑ Hartnett, Kevin (23 November 2016). "How to Force Our Machines to Play Fair". quantamagazine.org. https://www.quantamagazine.org/making-algorithms-fair-an-interview-with-cynthia-dwork-20161123.
- ↑ "Behind "Differential Privacy," Apple's Way to See Your Data Without Seeing You". Wireless Week. 2016-06-16. https://www.wirelessweek.com/news/2016/06/behind-differential-privacy-apples-way-see-your-data-without-seeing-you.
- ↑ White, Gillian B.. "When Algorithms Don't Account for Civil Rights" (in en-US). The Atlantic. https://www.theatlantic.com/business/archive/2017/03/facebook-ad-discrimination/518718/.
- ↑ Knies, Rob (2007-08-09). "Microsoft Research's Dwork Wins 2007 Dijkstra Prize". Microsoft. https://www.microsoft.com/en-us/research/blog/microsoft-researchs-dwork-wins-2007-dijkstra-prize/.
- ↑ "Academy Home - American Academy of Arts & Sciences". http://www.amacad.org/news/new2008.aspx.
- ↑ "News - School of Engineering and Applied Science". http://www.princeton.edu/engineering/news/archive/?id=420.
- ↑ ACM Fellows Named for Computing Innovations that Are Advancing Technology in the Digital Age, Association for Computing Machinery, 2015, http://www.acm.org/press-room/news-releases/2015/fellows-2015, retrieved 2015-12-09.
- ↑ "Election of New Members at the American Philosophical Society's 2016 Spring Meeting". http://asorblog.org/wp-content/uploads/2014/09/2016-APS-New-Members.pdf.
- ↑ PODC web site: Dijkstra Prize 2007.
- ↑ Bortnikov, Edward (2007). "Review of DISC '07". ACM SIGACT News 38 (4): 49–53. doi:10.1145/1345189. ISSN 0163-5700..
- ↑ "PET Award". https://petsymposium.org/award/winners.php.
- ↑ "TCC Test-of-Time Award". https://www.iacr.org/workshops/tcc/awards.html.
- ↑ Chita, Efi. "2017 Gödel Prize". http://eatcs.org/index.php/component/content/article/1-news/2450-2017-godel-prize.
- ↑ "IEEE Richard W. Hamming Medal Recipients". https://www.ieee.org/content/dam/ieee-org/ieee/web/org/about/hamming_rl.pdf.
- ↑ "2020 Knuth Prize Citation". ACM SIGACT. http://www.sigact.org/prizes/knuth/citation2020.pdf.
- ↑ "2021 ACM Paris Kanellakis Theory and Practice Award". https://awards.acm.org/kanellakis.
- ↑ "Award for Excellence in the Field of Mathematics, Co-Sponsored by IACR". https://www.rsaconference.com/library/press-release/rsa-conference-2022-announces-recipients-of-lifetime-achievement-award.
- ↑ Dolev, Danny; Dwork, Cynthia; Naor, Moni (2000). "Non-Malleable Cryptography". SIAM Journal on Computing 30 (2): 391–437. doi:10.1137/S0097539795291562.
- ↑ "The 30-year Test-of Time award recognizes three seminal papers that were published in STOC 1990 and 1991". https://sigact.org/prizes/stoc_tot/citation2022.html.
- ↑ "Leading Silicon Valley computer scientist to join Harvard faculty". 2016-02-19. https://www.seas.harvard.edu/news/2016/02/leading-silicon-valley-computer-scientist-to-join-harvard-faculty.
Further reading
- Stevenson, Reed (2 May 2004). "Microsoft project aims to make spammers pay for spam". USA Today. https://www.usatoday.com/tech/news/techinnovations/2004-02-05-ms-pennyblack-spamplan_x.htm.
- Takahashi, Dean (25 December 2006). "Time to take privacy technology seriously". The Seattle Times. http://seattletimes.nwsource.com/html/businesstechnology/2003493658_btview25.html.
- Becker, David (28 July 2000). "Short Take: Compaq hires cryptography expert". CNET News. http://news.cnet.com/Short-Take-Compaq-hires-cryptography-expert/2110-1001_3-243792.html.
- Greengard, Samuel (2008). "Privacy matters". Communications of the ACM 51 (9): 17–18. doi:10.1145/1378727.1378734..
Original source: https://en.wikipedia.org/wiki/Cynthia Dwork.
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