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An Exhaustive Survey on P4 Programmable Data Plane Switches: Taxonomy, Applications, Challenges, and Future Trends [article]

Elie F. Kfoury, Jorge Crichigno, Elias Bou-Harb
2021 arXiv   pre-print
Traditionally, the data plane has been designed with fixed functions to forward packets using a small set of protocols.  ...  The paper then presents a unique, comprehensive taxonomy of applications developed with P4 language; surveying, classifying, and analyzing more than 150 articles; discussing challenges and considerations  ...  SpreadSketch aims at mitigating the high processing overhead of MV-Sketch. Table 28 compares the aforementioned heavy hitter schemes.  ... 
arXiv:2102.00643v2 fatcat:izxi645kozdc5ibfsqp2y2foau

An Exhaustive Survey on P4 Programmable Data Plane Switches: Taxonomy, Applications, Challenges, and Future Trends

Elie F. Kfoury, Jorge Crichigno, Elias Bou-Harb
2021 IEEE Access  
Traditionally, the data plane has been designed with fixed functions to forward packets using a small set of protocols.  ...  The paper then presents a unique, comprehensive taxonomy of applications developed with P4 language; surveying, classifying, and analyzing more than 200 articles; discussing challenges and considerations  ...  ACKNOWLEDGEMENT This material is based upon work supported by the National Science Foundation under grant numbers 1925484 and 1829698, funded by the Office of Advanced Cyberinfrastructure (OAC).  ... 
doi:10.1109/access.2021.3086704 fatcat:2jgbxj2cbfbp7fawkxwrztbbia

A Review of P4 Programmable Data Planes for Network Security

Ya Gao, Zhenling Wang, Sang-Bing Tsai
2021 Mobile Information Systems  
Unlike the SDN (software defined network) switch with a fixed-function data plane, switches with programmable data planes can help users realize more network protocols.  ...  This paper provides a review of research papers on solving network security problems with P4-based programmable data plane. The work can be organized into two parts.  ...  protocols and custom packet processing. ese new features enable a large number of powerful defense measures, such as access control, topological confuse, heavy hitter detection, DDoS attack mitigation  ... 
doi:10.1155/2021/1257046 fatcat:qwbafyhmcrbvhlhalteq6dbwha

Towards Elastic and Resilient In-Network Computing

Daehyeok Kim
2022
Elasticity can address the shortcoming that today's in-network computing only supports a simple deployment model where a single application runs on a single device equipped with fixed and limited resources  ...  The demand for higher performance and the commercial availability of programmable hardware have driven the popularity of in-network computing.  ...  of packet streams, such as heavy hitters, cardinality, and entropy.  ... 
doi:10.1184/r1/19699579.v1 fatcat:e3hwycb4izhxrj4t24i7jac4qu

Econ Journal Watch Scholarly Comments on Academic Economics

David Findlay, John Santos, David Findlay, John Santos
2012 unpublished
alternative in which government intervention brings its heavy hand to issues of IE.  ...  Upon further investigation, we discovered that PSA also reports price data for cards with different grades.  ...  On the contrary, they bear a heavy responsibility now, because the new generation demands to be told of liberalism's answers to the great problems of our time.  ... 
fatcat:yz44h5ixlnfrbc2tzrd6ajltsi

The Southern strategy revisited: Republican top-down advancement in the South

1996 ChoiceReviews  
Despite the heavy hitters and the sheer resources brought to bear on these contests, the Republican candidates lost in every instance.  ...  Moreover, they have discovered-and here is the critical point-that Welfarism is much more compatible with the political processes of a democratic society.  ...  As mentioned in the text of the book, these, and in some cases additional items, were combined using alternative measurement strategies with virtually no effect on the substantive results.  ... 
doi:10.5860/choice.33-5967 fatcat:5m7j6i77bfdi7h3bwaazjz4q5y

Journal of Mathematics and Science: Collaborative Explorations

Journal Of Mathematics And Science: Collaborative Explorations
2003
While most of the state universities and community colleges offered a somewhat agreed-upon mathematics sequence for elementary teachers, it was not offered at every university with a teacher education  ...  the courses often did not model the pedagogy reflected in the national standards or current research on teaching and learning [ 1] .  ...  league hitters who experience failure roughly two-thirds of their times at bat.  ... 
doi:10.25891/q1ea-g049 fatcat:fbt7byb6sjfjfnqgr77osnjmdu

Latency-driven performance in data centres

Diana Andreea Popescu, Apollo-University Of Cambridge Repository, Apollo-University Of Cambridge Repository, Andrew W. Moore
2019
Providing customers with well-defined application performance guarantees is of paramount importance to ensure transparency and to build a lasting collaboration between users and cloud operators.  ...  A user's application performance is subject to the constraints of the resources it has been allocated and to the impact of the network conditions in the data centre.  ...  Moore, for his help and support throughout the years. His guidance through ideas of experiments and discussions has been crucial.  ... 
doi:10.17863/cam.38843 fatcat:zmu5ldpbgrhjjlazkei6gdmon4

A Statistical Guide for the Ethically Perplexed [chapter]

Lawrence Hubert, Howard Wainer
Handbook of Ethics in Quantitative Methodology  
Preamble The meaning of "ethical" adopted here is one of being in accordance with the accepted rules or standards for right conduct that govern the practice of some profession.  ...  The professions we have in mind are statistics and the behavioral sciences, and the standards for ethical practice are what we try to instill in our students through the methodology courses we offer, with  ...  The remainder of the sections in this essay will attempt to sketch some basic structures typically introduced in the graduate statistics sequence in the behavioral sciences, along with some necessary cautionary  ... 
doi:10.4324/9780203840023.ch4 fatcat:2ofd6wnge5ftdok4a3jlruugnm

Practical Software Measurement: Measuring for Process Management and Improvement

William A. Florak, Robert E. Park, Anita Carleton
2018
Although the concepts that are illustrated are often applicable to individual projects, the primary focus is on the enduring issues that enable organizations to improve not just today's performance, but  ...  the long-term success and profitability of their business and technical endeavors.  ...  First, we wanted to identify the "heavy hitters" and/or the "vital few" defect categories.  ... 
doi:10.1184/r1/6582080 fatcat:v5vjrxskarcarpawwkq5g25aqi

The Natural Woman: Science and Sentimentality in Nineteenth - Century America

Sheila Liming
2018
success of Popular Science Monthly grew throughout the 1870s, as heavy-hitters from every branch of science began to appear in its pages.  ...  than the author of "innovations" (which Moi interprets as meaning "Women's brains can deal with known, the ordinary, and the everyday … Women preserve the old, men discover the new" [17] ).  ... 
doi:10.1184/r1/6723731.v1 fatcat:gvr5itababbxxgr7b357cd2raa

From Inidicators to Action: The Contribution of the Sustainable Calgary Community Sustainability Indicator Initiative to Sustainability Praxis [article]

Noel Keough, University Of Calgary, University Of Calgary, Dianne Draper
2013
It's great that it was grassroots, honestly, and that's where the work gets done, but at the end of the day ... , put some heavy hitters on there."  ...  Let me first orient this discussion with a brief sketch of sustainable governance, adaptive management, and deliberative policy-making.  ...  how it could be restructured to make it compatible with the way natural ecosystems function."  ... 
doi:10.11575/prism/18811 fatcat:ugxza6samja7fefitzsdexlbia