FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2551858099> ?p ?o ?g. }

• W2551858099 abstract "One of the most appealing features of fuzzy rule-based classifiers is the capability of explaining how the conclusions are inferred. This feature is hard to preserve when fuzzy rules are extracted from a very large amount of data. In this paper, we propose a distributed version of PAES-RCS, a multiobjective evolutionary approach to learn concurrently the rule and data bases of fuzzy rule-based classifiers by maximizing accuracy and minimizing complexity. PAES-RCS has proven to be very efficient in obtaining satisfactory approximations of the Pareto front exploiting a limited number of iterations. We implemented the distributed version of PAES-RCS by using Apache Spark as data processing framework. We discuss the effectiveness of our approach in terms of classification rate and scalability by performing a number of experiments on three real-world big datasets. Further, we compare our approach with other well-known state-of-art algorithms in terms of both accuracy and complexity, and evaluate the achievable speedup on a small computer cluster. We show that the distributed version can efficiently extract compact rule bases with high accuracy and allows handling big datasets even with modest hardware support." @default.
• W2551858099 created "2016-11-30" @default.
• W2551858099 creator A5009563148 @default.
• W2551858099 creator A5057031606 @default.
• W2551858099 creator A5069612320 @default.
• W2551858099 date "2016-07-01" @default.
• W2551858099 modified "2023-10-16" @default.
• W2551858099 title "A Multi-objective evolutionary fuzzy system for big data" @default.
• W2551858099 cites W1485408073 @default.
• W2551858099 cites W1534431633 @default.
• W2551858099 cites W1564372824 @default.
• W2551858099 cites W1582311240 @default.
• W2551858099 cites W1801960522 @default.
• W2551858099 cites W1831950995 @default.
• W2551858099 cites W1858291613 @default.
• W2551858099 cites W1966772365 @default.
• W2551858099 cites W1977904727 @default.
• W2551858099 cites W2011523679 @default.
• W2551858099 cites W2018821139 @default.
• W2551858099 cites W2019492310 @default.
• W2551858099 cites W2046397053 @default.
• W2551858099 cites W2047094503 @default.
• W2551858099 cites W2050337454 @default.
• W2551858099 cites W2059591309 @default.
• W2551858099 cites W2076684951 @default.
• W2551858099 cites W2087295784 @default.
• W2551858099 cites W2087343781 @default.
• W2551858099 cites W2096442669 @default.
• W2551858099 cites W2122702721 @default.
• W2551858099 cites W2126268739 @default.
• W2551858099 cites W2135074661 @default.
• W2551858099 cites W2145611520 @default.
• W2551858099 cites W2148497813 @default.
• W2551858099 cites W2157355837 @default.
• W2551858099 cites W2157954477 @default.
• W2551858099 cites W2169541495 @default.
• W2551858099 cites W2171647935 @default.
• W2551858099 cites W2173213060 @default.
• W2551858099 cites W2180526715 @default.
• W2551858099 cites W2182056061 @default.
• W2551858099 cites W2482213519 @default.
• W2551858099 cites W4230798657 @default.
• W2551858099 doi "https://doi.org/10.1109/fuzz-ieee.2016.7737876" @default.
• W2551858099 hasPublicationYear "2016" @default.
• W2551858099 type Work @default.
• W2551858099 sameAs 2551858099 @default.
• W2551858099 citedByCount "4" @default.
• W2551858099 countsByYear W25518580992017 @default.
• W2551858099 countsByYear W25518580992019 @default.
• W2551858099 countsByYear W25518580992023 @default.
• W2551858099 crossrefType "proceedings-article" @default.
• W2551858099 hasAuthorship W2551858099A5009563148 @default.
• W2551858099 hasAuthorship W2551858099A5057031606 @default.
• W2551858099 hasAuthorship W2551858099A5069612320 @default.
• W2551858099 hasConcept C11413529 @default.
• W2551858099 hasConcept C119857082 @default.
• W2551858099 hasConcept C124101348 @default.
• W2551858099 hasConcept C126255220 @default.
• W2551858099 hasConcept C137635306 @default.
• W2551858099 hasConcept C138885662 @default.
• W2551858099 hasConcept C154945302 @default.
• W2551858099 hasConcept C159149176 @default.
• W2551858099 hasConcept C173608175 @default.
• W2551858099 hasConcept C179799912 @default.
• W2551858099 hasConcept C199360897 @default.
• W2551858099 hasConcept C2776401178 @default.
• W2551858099 hasConcept C2780049643 @default.
• W2551858099 hasConcept C2781215313 @default.
• W2551858099 hasConcept C33923547 @default.
• W2551858099 hasConcept C41008148 @default.
• W2551858099 hasConcept C41895202 @default.
• W2551858099 hasConcept C42011625 @default.
• W2551858099 hasConcept C48044578 @default.
• W2551858099 hasConcept C58166 @default.
• W2551858099 hasConcept C68339613 @default.
• W2551858099 hasConcept C75684735 @default.
• W2551858099 hasConcept C77088390 @default.
• W2551858099 hasConceptScore W2551858099C11413529 @default.
• W2551858099 hasConceptScore W2551858099C119857082 @default.
• W2551858099 hasConceptScore W2551858099C124101348 @default.
• W2551858099 hasConceptScore W2551858099C126255220 @default.
• W2551858099 hasConceptScore W2551858099C137635306 @default.
• W2551858099 hasConceptScore W2551858099C138885662 @default.
• W2551858099 hasConceptScore W2551858099C154945302 @default.
• W2551858099 hasConceptScore W2551858099C159149176 @default.
• W2551858099 hasConceptScore W2551858099C173608175 @default.
• W2551858099 hasConceptScore W2551858099C179799912 @default.
• W2551858099 hasConceptScore W2551858099C199360897 @default.
• W2551858099 hasConceptScore W2551858099C2776401178 @default.
• W2551858099 hasConceptScore W2551858099C2780049643 @default.
• W2551858099 hasConceptScore W2551858099C2781215313 @default.
• W2551858099 hasConceptScore W2551858099C33923547 @default.
• W2551858099 hasConceptScore W2551858099C41008148 @default.
• W2551858099 hasConceptScore W2551858099C41895202 @default.
• W2551858099 hasConceptScore W2551858099C42011625 @default.
• W2551858099 hasConceptScore W2551858099C48044578 @default.
• W2551858099 hasConceptScore W2551858099C58166 @default.
• W2551858099 hasConceptScore W2551858099C68339613 @default.
• W2551858099 hasConceptScore W2551858099C75684735 @default.
• W2551858099 hasConceptScore W2551858099C77088390 @default.

• next