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Robert Schapire information


Robert Elias Schapire
Alma materBrown University
Massachusetts Institute of Technology
Known forAdaBoost
AwardsGödel prize (2003)
Paris Kanellakis Award (2004)
Scientific career
FieldsComputer Science
InstitutionsMicrosoft Research
AT&T Labs
Princeton University
Thesis The design and analysis of efficient learning algorithms  (1991)
Doctoral advisorRonald Rivest
Websitehttp://rob.schapire.net/

Robert Elias Schapire is an American computer scientist, former David M. Siegel '83 Professor in the computer science department at Princeton University, and has recently moved to Microsoft Research. His primary specialty is theoretical and applied machine learning.

His work led to the development of the boosting ensemble algorithm used in machine learning. His PhD dissertation, The design and analysis of efficient learning algorithms, won him the ACM Doctoral Dissertation Award in 1991.[1] Together with Yoav Freund, he invented the AdaBoost algorithm in 1996. They both received the Gödel prize in 2003 for this work.

Schapire was elected an AAAI Fellow in 2009.[2] In 2014, he was elected a member of the National Academy of Engineering for his contributions to machine learning through the invention and development of boosting algorithms.[3] In 2016, he was elected to the National Academy of Sciences.[4]

  1. ^ "Robert Schapire". Awards Home. Association for Computing Machinery. Retrieved 2021-01-23.
  2. ^ "Elected AAAI Fellows". AAAI. Retrieved 2024-01-06.
  3. ^ "FACULTY HONOR: Rexford and Schapire elected to National Academy of Engineering". Princeton University. Retrieved 2020-06-29.
  4. ^ National Academy of Sciences Members and Foreign Associates Elected, News from the National Academy of Sciences, National Academy of Sciences, 2016-05-06, archived from the original on 6 May 2016, retrieved 2016-05-14.

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Robert Schapire

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statistical classification meta-algorithm formulated by Yoav Freund and Robert Schapire in 1995, who won the 2003 Gödel Prize for their work. It can be used...

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Timeline of algorithms

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Solovay–Strassen test and the Miller–Rabin test". 2004 Yoav Freund and Robert Schapire For their "seminal work and distinguished contributions [...] to the...

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of the kernel perceptron. The voted perceptron algorithm of Freund and Schapire also extends to the kernelized case, giving generalization bounds comparable...

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been implemented in Weka's DecisionStump classifier. Reyzin, Lev; Schapire, Robert E. (2006). "How Boosting the Margin Can Also Boost Classifier Complexity"...

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Perceptron algorithm in the general non-separable case first by Freund and Schapire (1998), and more recently by Mohri and Rostamizadeh (2013) who extend previous...

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lateral root and root hair development. FEBS letters, 579(24), 5399-5406. Schapire, A. L., Voigt, B., Jasik, J., Rosado, A., Lopez-Cobollo, R., Menzel, D...

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