Matches in SemOpenAlex for { <https://semopenalex.org/work/W2897918558> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W2897918558 abstract "More and more data need to be processed or analyzed within mobile devices for efficiency or privacy reasons, but performing machine learning tasks with large data within the devices is challenging because of their limited memory resources. For this reason, disk-based machine learning methods have been actively researched, which utilize storage resources without holding all the data in memory. This paper proposes D-MC2, a novel disk-based matrix completion method that (1) supports incremental data update (i.e., data insertion and deletion) and (2) spills both data and model to disk when necessary; these functionalities are not supported by existing methods. First, D-MC2 builds a two-layered index to efficiently support incremental data update; there exists a trade-off relationship between model learning and data update costs, and our two-layered index simultaneously optimizes the two costs. Second, we develop a window-based stochastic gradient descent (SGD) scheduler to efficiently support the dual spilling; a huge amount of disk I/O is incurred when the size of model is larger than that of memory, and our new scheduler substantially reduces it. Our evaluation results show that D-MC2 is significantly more scalable and faster than other disk-based competitors under the limited memory environment. In terms of the co-optimization, D-MC2 outperforms the baselines that only optimize one of the two costs up to 48x. Furthermore, the window-based scheduler improves the training speed 12.4x faster compared to a naive scheduler." @default.
- W2897918558 created "2018-10-26" @default.
- W2897918558 creator A5035605036 @default.
- W2897918558 creator A5045521125 @default.
- W2897918558 creator A5049899948 @default.
- W2897918558 creator A5064405745 @default.
- W2897918558 creator A5071595184 @default.
- W2897918558 date "2018-10-17" @default.
- W2897918558 modified "2023-09-28" @default.
- W2897918558 title "Disk-based Matrix Completion for Memory Limited Devices" @default.
- W2897918558 cites W1511814458 @default.
- W2897918558 cites W1980147176 @default.
- W2897918558 cites W2009797711 @default.
- W2897918558 cites W2009952684 @default.
- W2897918558 cites W2020098476 @default.
- W2897918558 cites W2021125030 @default.
- W2897918558 cites W2022712430 @default.
- W2897918558 cites W2028683648 @default.
- W2897918558 cites W2061212083 @default.
- W2897918558 cites W2072901340 @default.
- W2897918558 cites W2101409192 @default.
- W2897918558 cites W2112284959 @default.
- W2897918558 cites W2121966774 @default.
- W2897918558 cites W2950542868 @default.
- W2897918558 cites W3101742238 @default.
- W2897918558 doi "https://doi.org/10.1145/3269206.3271685" @default.
- W2897918558 hasPublicationYear "2018" @default.
- W2897918558 type Work @default.
- W2897918558 sameAs 2897918558 @default.
- W2897918558 citedByCount "1" @default.
- W2897918558 countsByYear W28979185582023 @default.
- W2897918558 crossrefType "proceedings-article" @default.
- W2897918558 hasAuthorship W2897918558A5035605036 @default.
- W2897918558 hasAuthorship W2897918558A5045521125 @default.
- W2897918558 hasAuthorship W2897918558A5049899948 @default.
- W2897918558 hasAuthorship W2897918558A5064405745 @default.
- W2897918558 hasAuthorship W2897918558A5071595184 @default.
- W2897918558 hasConcept C120314980 @default.
- W2897918558 hasConcept C154945302 @default.
- W2897918558 hasConcept C206688291 @default.
- W2897918558 hasConcept C41008148 @default.
- W2897918558 hasConcept C48044578 @default.
- W2897918558 hasConcept C50644808 @default.
- W2897918558 hasConcept C77088390 @default.
- W2897918558 hasConcept C79403827 @default.
- W2897918558 hasConceptScore W2897918558C120314980 @default.
- W2897918558 hasConceptScore W2897918558C154945302 @default.
- W2897918558 hasConceptScore W2897918558C206688291 @default.
- W2897918558 hasConceptScore W2897918558C41008148 @default.
- W2897918558 hasConceptScore W2897918558C48044578 @default.
- W2897918558 hasConceptScore W2897918558C50644808 @default.
- W2897918558 hasConceptScore W2897918558C77088390 @default.
- W2897918558 hasConceptScore W2897918558C79403827 @default.
- W2897918558 hasLocation W28979185581 @default.
- W2897918558 hasOpenAccess W2897918558 @default.
- W2897918558 hasPrimaryLocation W28979185581 @default.
- W2897918558 hasRelatedWork W1525643724 @default.
- W2897918558 hasRelatedWork W1992741870 @default.
- W2897918558 hasRelatedWork W2067938758 @default.
- W2897918558 hasRelatedWork W2302028273 @default.
- W2897918558 hasRelatedWork W2364921833 @default.
- W2897918558 hasRelatedWork W2380023786 @default.
- W2897918558 hasRelatedWork W2382623646 @default.
- W2897918558 hasRelatedWork W2385146268 @default.
- W2897918558 hasRelatedWork W2546696010 @default.
- W2897918558 hasRelatedWork W3087771547 @default.
- W2897918558 isParatext "false" @default.
- W2897918558 isRetracted "false" @default.
- W2897918558 magId "2897918558" @default.
- W2897918558 workType "article" @default.