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Peter Richtarik information


Peter Richtarik
Born
Nitra, Slovakia
NationalitySlovak
Alma materComenius University Cornell University
Scientific career
FieldsMathematics, Computer Science, Machine Learning
InstitutionsKAUST
ThesisSome algorithms for large-scale convex and linear minimization in relative scale (2007)
Academic advisorsYurii Nesterov
Websitehttps://richtarik.org

Peter Richtarik is a Slovak mathematician and computer scientist[1] working in the area of big data optimization and machine learning, known for his work on randomized coordinate descent algorithms, stochastic gradient descent and federated learning. He is currently a Professor of Computer Science at the King Abdullah University of Science and Technology.

  1. ^ "Richtarik's DBLP profile". Retrieved December 23, 2020.

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Peter Richtarik

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Peter Richtarik is a Slovak mathematician and computer scientist working in the area of big data optimization and machine learning, known for his work...

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Kaczmarz method

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topic, see, and the references therein. In 2015, Robert M. Gower and Peter Richtarik developed a versatile randomized iterative method for solving a consistent...

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Principal component analysis

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doi:10.1137/050645506. S2CID 5490061. Michel Journee; Yurii Nesterov; Peter Richtarik; Rodolphe Sepulchre (2010). "Generalized Power Method for Sparse Principal...

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Sparse PCA

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doi:10.1137/050645506. S2CID 5490061. Michel Journee; Yurii Nesterov; Peter Richtarik; Rodolphe Sepulchre (2010). "Generalized Power Method for Sparse Principal...

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Federated learning

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Intelligence, Jakub Konečný, H. Brendan McMahan, Daniel Ramage and Peter Richtárik, 2016 Berhanu, Yoseph. "A Framework for Multi-source Prefetching Through...

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Coordinate descent

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 224–244, arXiv:0803.3876, doi:10.1214/07-AOAS147, S2CID 16350311. Richtarik, Peter; Takac, Martin (April 2011), "Iteration complexity of randomized block-coordinate...

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Marek Fila

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"Accreditation material of FMFI" (PDF). Retrieved 24 April 2023. Richtárik, Peter. "Slovenskí vedci a vedkyne s vysokým Hirschovým indexom". www.slovenskivedci...

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Random coordinate descent

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Method is an optimization algorithm popularized by Nesterov (2010) and Richtárik and Takáč (2011). The first analysis of this method, when applied to the...

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