FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2310981399> ?p ?o ?g. }

• W2310981399 abstract "High-throughput experiments and ultrascale computing generate scientific data of growing size and complexity. These trends challenge traditional data analysis environments, most of which are based on scripting languages such as R, MATLAB or IDL, in a number of ways. To address some of these challenges, this research proposes a framework with the overarching goal to enable large-scale high-performance data analytics and collaborative knowledge annotation over the Web. The proposed framework has three major components, which parallel the three core steps of the knowledge discovery cycle. (1) For the first step, defining the data analysis pipeline, the research designs and implements a Web-enabled interactive and collaborative statistical R-based environment. The component implements a memory management system that minimizes memory requirements thereby enabling multi-user scalability. To the best of our knowledge, this is the first Web-enabled R system that supports interactive remote access to R servers and enables users to share data, results and analysis sessions. (2) For the second step, executing the data analysis pipeline, the research investigates and proposes a transparent and low-overhead means for executing external compiled language parallel codes from within R, thus seamlessly bridging two code development paradigms: efficient, compiled parallel codes and high abstraction and easy-to-use scripting codes. This component contains three elements: a transparent bidirectional translation of data objects between R and compiled languages, such as C/C++/Fortran; seamless integration of external parallel codes; and automatic parallelization of data-parallel computations in hybrid multi-core and multi-node execution environments. (3) For the third step, annotating the predictive knowledge derived from community analysis pipelines, the research explores an environment for semantically rich, structured and queriable annotation of facts, relationships between those facts, and complex events reported in scientific literature. The social networking nature of this component allows the community to improve the predictions as well as generate new, higher-level inferences, thus rolling in the gaps in the communities' understanding of physical phenomena. The environment offers mechanisms for streamlining the annotated and curated knowledge into distributed public databases, thus enabling a feedback loop into the database-publication cycle to allow scientists to make connections between data-driven predictions and published evidence." @default.
• W2310981399 created "2016-06-24" @default.
• W2310981399 creator A5002863516 @default.
• W2310981399 creator A5040551107 @default.
• W2310981399 date "2009-01-01" @default.
• W2310981399 modified "2023-09-26" @default.
• W2310981399 title "A transparent collaborative framework for efficient data analysis and knowledge annotation on the web" @default.
• W2310981399 hasPublicationYear "2009" @default.
• W2310981399 type Work @default.
• W2310981399 sameAs 2310981399 @default.
• W2310981399 citedByCount "0" @default.
• W2310981399 crossrefType "journal-article" @default.
• W2310981399 hasAuthorship W2310981399A5002863516 @default.
• W2310981399 hasAuthorship W2310981399A5040551107 @default.
• W2310981399 hasConcept C199360897 @default.
• W2310981399 hasConcept C41008148 @default.
• W2310981399 hasConcept C43521106 @default.
• W2310981399 hasConcept C48044578 @default.
• W2310981399 hasConcept C61423126 @default.
• W2310981399 hasConcept C77088390 @default.
• W2310981399 hasConceptScore W2310981399C199360897 @default.
• W2310981399 hasConceptScore W2310981399C41008148 @default.
• W2310981399 hasConceptScore W2310981399C43521106 @default.
• W2310981399 hasConceptScore W2310981399C48044578 @default.
• W2310981399 hasConceptScore W2310981399C61423126 @default.
• W2310981399 hasConceptScore W2310981399C77088390 @default.
• W2310981399 hasLocation W23109813991 @default.
• W2310981399 hasOpenAccess W2310981399 @default.
• W2310981399 hasPrimaryLocation W23109813991 @default.
• W2310981399 hasRelatedWork W13351599 @default.
• W2310981399 hasRelatedWork W138206362 @default.
• W2310981399 hasRelatedWork W1516287685 @default.
• W2310981399 hasRelatedWork W1563029335 @default.
• W2310981399 hasRelatedWork W1575574463 @default.
• W2310981399 hasRelatedWork W1928684182 @default.
• W2310981399 hasRelatedWork W2004404095 @default.
• W2310981399 hasRelatedWork W2019876501 @default.
• W2310981399 hasRelatedWork W2041353482 @default.
• W2310981399 hasRelatedWork W2068792243 @default.
• W2310981399 hasRelatedWork W2079430475 @default.
• W2310981399 hasRelatedWork W2161901991 @default.
• W2310981399 hasRelatedWork W2166819514 @default.
• W2310981399 hasRelatedWork W2298576414 @default.
• W2310981399 hasRelatedWork W2600721981 @default.
• W2310981399 hasRelatedWork W2734835061 @default.
• W2310981399 hasRelatedWork W2735833311 @default.
• W2310981399 hasRelatedWork W2905913743 @default.
• W2310981399 hasRelatedWork W3157217024 @default.
• W2310981399 hasRelatedWork W2187529660 @default.
• W2310981399 isParatext "false" @default.
• W2310981399 isRetracted "false" @default.
• W2310981399 magId "2310981399" @default.
• W2310981399 workType "article" @default.