Matches in SemOpenAlex for { <https://semopenalex.org/work/W2912455916> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2912455916 abstract "Real-time processing of large-scale, time-varying graphs is becoming essential in bigdata streaming applications that require high-throughput and low-latency. Streaming applications typically perform graph computations on periodic snapshots of the graph, using windowing. For large-scale graphs, that contains millions of edges, distributed parallel processing is essential to meet the throughput and latency needs of streaming applications. Apache Storm, a widely used stream processing system, provides a topology-based processing architecture which supports distribution and pipelining to meet the latency and throughput needs; a typical Storm topology contains a fixed number of stages, each stage with a single operator supporting a single computation step, which can be parallelized through horizontal scaling (bolt instances). One of the limitations of such a topology, is the fixed number of stages, which makes it not suitable for graph algorithms that require iterative computations, such as the PageRank algorithm, because the number of iterations, hence the number of stages in the topology, is unknown a-priori. In this paper we explore how iterative graph algorithms can be executed efficiently in a distributed manner for scalability (with the graph distributed across a set of Storm bolts), using a single stage of a Storm topology, using Storm’s cyclic communication (S-CC) mechanism. We show that S-CC approach outperforms alternative approaches that can be used for parallel-iterative computations in Storm, such as off-loading to a third-party graph processing system such as Giraph or using a distributed memory architecture, both in terms of scalability and performance." @default.
- W2912455916 created "2019-02-21" @default.
- W2912455916 creator A5001613337 @default.
- W2912455916 creator A5021381399 @default.
- W2912455916 creator A5090463740 @default.
- W2912455916 date "2018-12-01" @default.
- W2912455916 modified "2023-09-25" @default.
- W2912455916 title "Enhancing the Scalability and Performance of Iterative Graph Algorithms on Apache Storm" @default.
- W2912455916 cites W1513392726 @default.
- W2912455916 cites W1788180225 @default.
- W2912455916 cites W1969970763 @default.
- W2912455916 cites W1982003698 @default.
- W2912455916 cites W2045271686 @default.
- W2912455916 cites W2053076698 @default.
- W2912455916 cites W2064635301 @default.
- W2912455916 cites W2072901340 @default.
- W2912455916 cites W2078210269 @default.
- W2912455916 cites W2082171780 @default.
- W2912455916 cites W2097805736 @default.
- W2912455916 cites W2123538390 @default.
- W2912455916 cites W2130747448 @default.
- W2912455916 cites W2146838049 @default.
- W2912455916 cites W2156972533 @default.
- W2912455916 cites W2160459668 @default.
- W2912455916 cites W2170616854 @default.
- W2912455916 cites W217817341 @default.
- W2912455916 cites W2214884049 @default.
- W2912455916 cites W2259576664 @default.
- W2912455916 cites W2296407087 @default.
- W2912455916 cites W2427836055 @default.
- W2912455916 cites W2429966330 @default.
- W2912455916 cites W2430299817 @default.
- W2912455916 cites W2492613899 @default.
- W2912455916 cites W2521098462 @default.
- W2912455916 cites W2532152395 @default.
- W2912455916 cites W2539828367 @default.
- W2912455916 cites W2566979091 @default.
- W2912455916 cites W2612835624 @default.
- W2912455916 cites W2755088640 @default.
- W2912455916 cites W2783161106 @default.
- W2912455916 cites W2783503111 @default.
- W2912455916 cites W2913854892 @default.
- W2912455916 cites W78077100 @default.
- W2912455916 doi "https://doi.org/10.1109/bigdata.2018.8622147" @default.
- W2912455916 hasPublicationYear "2018" @default.
- W2912455916 type Work @default.
- W2912455916 sameAs 2912455916 @default.
- W2912455916 citedByCount "0" @default.
- W2912455916 crossrefType "proceedings-article" @default.
- W2912455916 hasAuthorship W2912455916A5001613337 @default.
- W2912455916 hasAuthorship W2912455916A5021381399 @default.
- W2912455916 hasAuthorship W2912455916A5090463740 @default.
- W2912455916 hasConcept C107027933 @default.
- W2912455916 hasConcept C11413529 @default.
- W2912455916 hasConcept C114614502 @default.
- W2912455916 hasConcept C120314980 @default.
- W2912455916 hasConcept C132525143 @default.
- W2912455916 hasConcept C173608175 @default.
- W2912455916 hasConcept C184720557 @default.
- W2912455916 hasConcept C199845137 @default.
- W2912455916 hasConcept C31258907 @default.
- W2912455916 hasConcept C33923547 @default.
- W2912455916 hasConcept C41008148 @default.
- W2912455916 hasConcept C45374587 @default.
- W2912455916 hasConcept C48044578 @default.
- W2912455916 hasConcept C77088390 @default.
- W2912455916 hasConcept C80444323 @default.
- W2912455916 hasConceptScore W2912455916C107027933 @default.
- W2912455916 hasConceptScore W2912455916C11413529 @default.
- W2912455916 hasConceptScore W2912455916C114614502 @default.
- W2912455916 hasConceptScore W2912455916C120314980 @default.
- W2912455916 hasConceptScore W2912455916C132525143 @default.
- W2912455916 hasConceptScore W2912455916C173608175 @default.
- W2912455916 hasConceptScore W2912455916C184720557 @default.
- W2912455916 hasConceptScore W2912455916C199845137 @default.
- W2912455916 hasConceptScore W2912455916C31258907 @default.
- W2912455916 hasConceptScore W2912455916C33923547 @default.
- W2912455916 hasConceptScore W2912455916C41008148 @default.
- W2912455916 hasConceptScore W2912455916C45374587 @default.
- W2912455916 hasConceptScore W2912455916C48044578 @default.
- W2912455916 hasConceptScore W2912455916C77088390 @default.
- W2912455916 hasConceptScore W2912455916C80444323 @default.
- W2912455916 hasLocation W29124559161 @default.
- W2912455916 hasOpenAccess W2912455916 @default.
- W2912455916 hasPrimaryLocation W29124559161 @default.
- W2912455916 hasRelatedWork W1842336975 @default.
- W2912455916 hasRelatedWork W2039481992 @default.
- W2912455916 hasRelatedWork W2103352742 @default.
- W2912455916 hasRelatedWork W2167052930 @default.
- W2912455916 hasRelatedWork W2261217956 @default.
- W2912455916 hasRelatedWork W2353021159 @default.
- W2912455916 hasRelatedWork W2390409681 @default.
- W2912455916 hasRelatedWork W2610861390 @default.
- W2912455916 hasRelatedWork W2952599101 @default.
- W2912455916 hasRelatedWork W6162201 @default.
- W2912455916 isParatext "false" @default.
- W2912455916 isRetracted "false" @default.
- W2912455916 magId "2912455916" @default.
- W2912455916 workType "article" @default.