Patterns and statistical analysis for understanding reduced resource computing
We present several general, broadly applicable mechanisms that enable computations to execute with reduced resources, typically at the cost of some loss in the accuracy of the result they produce.We identify several general computational patterns that interact well with these resource reduction mech...
| Main Authors: | , , , |
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| Other Authors: | |
| Format: | Article |
| Language: | en_US |
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Association for Computing Machinery
2011
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| Online Access: | http://hdl.handle.net/1721.1/63086 https://orcid.org/0000-0003-0313-9270 https://orcid.org/0000-0001-8095-8523 |
| _version_ | 1811070740063059968 |
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| author | Rinard, Martin C. Hoffmann, Henry Christian Misailovic, Sasa Sidiroglou, Stylianos |
| author2 | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory |
| author_facet | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Rinard, Martin C. Hoffmann, Henry Christian Misailovic, Sasa Sidiroglou, Stylianos |
| author_sort | Rinard, Martin C. |
| collection | MIT |
| description | We present several general, broadly applicable mechanisms that enable computations to execute with reduced resources, typically at the cost of some loss in the accuracy of the result they produce.We identify several general computational patterns that interact well with these resource reduction mechanisms, present a concrete manifestation of these patterns in the form of simple model programs, perform simulationbased explorations of the quantitative consequences of applying these mechanisms to our model programs, and relate the model computations (and their interaction with the resource reduction mechanisms) to more complex benchmark applications drawn from a variety of fields. |
| first_indexed | 2024-09-23T08:40:49Z |
| format | Article |
| id | mit-1721.1/63086 |
| institution | Massachusetts Institute of Technology |
| language | en_US |
| last_indexed | 2024-09-23T08:40:49Z |
| publishDate | 2011 |
| publisher | Association for Computing Machinery |
| record_format | dspace |
| spelling | mit-1721.1/630862022-09-23T13:47:39Z Patterns and statistical analysis for understanding reduced resource computing Rinard, Martin C. Hoffmann, Henry Christian Misailovic, Sasa Sidiroglou, Stylianos Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Rinard, Martin C. Rinard, Martin C. Hoffmann, Henry Christian Misailovic, Sasa Sidiroglou, Stylianos We present several general, broadly applicable mechanisms that enable computations to execute with reduced resources, typically at the cost of some loss in the accuracy of the result they produce.We identify several general computational patterns that interact well with these resource reduction mechanisms, present a concrete manifestation of these patterns in the form of simple model programs, perform simulationbased explorations of the quantitative consequences of applying these mechanisms to our model programs, and relate the model computations (and their interaction with the resource reduction mechanisms) to more complex benchmark applications drawn from a variety of fields. United States. Defense Advanced Research Projects Agency (DARPA) (Cooperative Agreement FA8750-06-2-0189) National Science Foundation (U.S.) (Award 0811397) National Science Foundation (U.S.) (Award 0835652) National Science Foundation (U.S.) (Award 0905244) 2011-05-24T13:28:45Z 2011-05-24T13:28:45Z 2010-10 2010-10 Article http://purl.org/eprint/type/ConferencePaper 978-1-4503-0203-6 http://hdl.handle.net/1721.1/63086 Rinard, Martin et al. “Patterns and Statistical Analysis for Understanding Reduced Resource Computing.” Proceedings of the ACM International Conference on Object Oriented Programming Systems Languages and Applications. Reno/Tahoe, Nevada, USA: ACM, 2010. 806-821. https://orcid.org/0000-0003-0313-9270 https://orcid.org/0000-0001-8095-8523 en_US http://dx.doi.org/10.1145/1869459.1869525 Proceedings of the ACM international conference on Object oriented programming systems languages and applications Creative Commons Attribution-Noncommercial-Share Alike 3.0 http://creativecommons.org/licenses/by-nc-sa/3.0/ application/pdf Association for Computing Machinery MIT web domain |
| spellingShingle | Rinard, Martin C. Hoffmann, Henry Christian Misailovic, Sasa Sidiroglou, Stylianos Patterns and statistical analysis for understanding reduced resource computing |
| title | Patterns and statistical analysis for understanding reduced resource computing |
| title_full | Patterns and statistical analysis for understanding reduced resource computing |
| title_fullStr | Patterns and statistical analysis for understanding reduced resource computing |
| title_full_unstemmed | Patterns and statistical analysis for understanding reduced resource computing |
| title_short | Patterns and statistical analysis for understanding reduced resource computing |
| title_sort | patterns and statistical analysis for understanding reduced resource computing |
| url | http://hdl.handle.net/1721.1/63086 https://orcid.org/0000-0003-0313-9270 https://orcid.org/0000-0001-8095-8523 |
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