{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T08:07:29Z","timestamp":1648973249881},"reference-count":7,"publisher":"World Scientific Pub Co Pte Lt","issue":"03","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Semantic Computing"],"published-print":{"date-parts":[[2014,9]]},"abstract":"<jats:p> Big data is playing a more and more important role in every area such as medical health, internet finance, culture and education etc. How to process these big data efficiently is a huge challenge. MapReduce is a good parallel programming language to process big data. However, it has lots of shortcomings. For example, it cannot process complex computing. It cannot suit real-time computing. In order to overcome these shortcomings of MapReduce and its variants, in this paper, we propose a Semantic++ MapReduce parallel programming model. This study includes the following parts. (1) Semantic++ MapReduce parallel programming model. It includes physical framework of semantic++ MapReduce parallel programming model and logic framework of semantic++ MapReduce parallel programming model; (2) Semantic++ extraction and management method for big data; (3) Semantic++ MapReduce parallel programming computing framework. It includes semantic++ map, semantic++ reduce and semantic++ shuffle; (4) Semantic++ MapReduce for multi-data centers. It includes basic framework of semantic++ MapReduce for multi-data centers and semantic++ MapReduce application framework for multi-data centers; (5) A Case Study of semantic++ MapReduce across multi-data centers. <\/jats:p>","DOI":"10.1142\/s1793351x14400091","type":"journal-article","created":{"date-parts":[[2015,2,10]],"date-time":"2015-02-10T08:37:52Z","timestamp":1423557472000},"page":"279-299","source":"Crossref","is-referenced-by-count":0,"title":["A Semantic++ MapReduce Parallel Programming Model"],"prefix":"10.1142","volume":"08","author":[{"given":"Guigang","family":"Zhang","sequence":"first","affiliation":[{"name":"Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, P. R. China"},{"name":"Research Institute of Information Technology, Tsinghua University, Beijing 100190, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chao","family":"Li","sequence":"additional","affiliation":[{"name":"Research Institute of Information Technology, Tsinghua University, Beijing 100190, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong","family":"Zhang","sequence":"additional","affiliation":[{"name":"Research Institute of Information Technology, Tsinghua University, Beijing 100190, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunxiao","family":"Xing","sequence":"additional","affiliation":[{"name":"Research Institute of Information Technology, Tsinghua University, Beijing 100190, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2015,2,10]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1142\/S1793351X07000020"},{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1142\/S1793351X07000160"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1142\/S1793351X09000781"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1142\/S1793351X07000068"},{"key":"rf7","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-87685-6"},{"key":"rf8","unstructured":"P. C-Y.\u00a0Sheu, Software Engineering and Environment \u2014 An Object-Oriented Perspective (Springer, 1997)\u00a0pp. 1\u201340."},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1145\/1272998.1273005"}],"container-title":["International Journal of Semantic Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S1793351X14400091","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T12:53:58Z","timestamp":1565096038000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S1793351X14400091"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,9]]},"references-count":7,"journal-issue":{"issue":"03","published-online":{"date-parts":[[2015,2,10]]},"published-print":{"date-parts":[[2014,9]]}},"alternative-id":["10.1142\/S1793351X14400091"],"URL":"https:\/\/doi.org\/10.1142\/s1793351x14400091","relation":{},"ISSN":["1793-351X","1793-7108"],"issn-type":[{"value":"1793-351X","type":"print"},{"value":"1793-7108","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,9]]}}}