SmartData 4.0: a formal description framework for big data
作者： Morteza Sargolzaei Javan , Mohammad Kazem Akbari
DOI: 10.1007/S11227-018-2705-Y
关键词:
摘要: Describing big data problems and solutions in a formal language can accelerate the innovation development across many sectors to launch smarter services applications from data. SmartData 4.0 provides framework provide metadata relations language. It could also be considered as technique that empowers raw by wrapping cloak of intelligence. From linear regression more complex mathematical models, Description Framework enables us define context-aware behaviors linked The supports formalized description operations such fusion, transformation, provenance management. We have shown some practical examples step step, during whole formalization process.
springer.com
sci-hub.se 参考文章(55)
Songyun Duan, Achille Fokoue, Kavitha Srinivas, Brian Byrne, A clustering-based approach to ontology alignment international semantic web conference. pp. 146- 161 ,(2011) , 10.1007/978-3-642-25073-6_10
I. R. Goodman, Ronald P. Mahler, Hung T. Nguyen, Mathematics of data fusion ,(1997)
Isabel F. Cruz, Huiyong Xiao, The role of ontologies in data integration International journal of engineering intelligent systems for electrical engineering and communications. ,vol. 13, pp. 245- 252 ,(2005)
Andreas Thalhammer, Achim Rettinger, Browsing DBpedia Entities with Summaries Lecture Notes in Computer Science. pp. 511- 515 ,(2014) , 10.1007/978-3-319-11955-7_76
Fernando Iafrate, A Journey from Big Data to Smart Data Advances in Intelligent Systems and Computing. pp. 25- 33 ,(2014) , 10.1007/978-3-319-04313-5_3
Jose Emilio Labra Gayo, Hania Farham, Juan Castro Fernández, Jose María Álvarez Rodríguez, Representing Statistical Indexes as Linked Data Including Metadata about Their Computation Process metadata and semantics research. pp. 42- 53 ,(2014) , 10.1007/978-3-319-13674-5_5
George Tomko, SmartData: The Need, the Goal and the Challenge SmartData. pp. 11- 25 ,(2013) , 10.1007/978-1-4614-6409-9_2
Alberto Rodrigues da Silva, Model-driven engineering Computer Languages, Systems & Structures. ,vol. 43, pp. 139- 155 ,(2015) , 10.1016/J.CL.2015.06.001
Jeff Heflin, Zhengxiang Pan, A model theoretic semantics for ontology versioning international semantic web conference. pp. 62- 76 ,(2004) , 10.1007/978-3-540-30475-3_6
George J. Tomko, Donald S. Borrett, Hon C. Kwan, Greg Steffan, SmartData: Make the data “think” for itself Identity in the Information Society. ,vol. 3, pp. 343- 362 ,(2010) , 10.1007/S12394-010-0047-X