{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,16]],"date-time":"2026-05-16T16:50:58Z","timestamp":1778950258305,"version":"3.51.4"},"reference-count":5,"publisher":"World Scientific Pub Co Pte Lt","issue":"09n10","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Soft. Eng. Knowl. Eng."],"published-print":{"date-parts":[[2015,11]]},"abstract":"<jats:p> MapReduce was originally proposed as a suitable and efficient approach for analyzing and processing large amounts of data. Since then, many researches contributed with MapReduce implementations for distributed and shared memory architectures. Nevertheless, different architectural levels require different optimization strategies in order to achieve high-performance computing. Such strategies in turn have caused very different MapReduce programming interfaces among these researches. This paper presents some research notes on coding productivity when developing MapReduce applications for distributed and shared memory architectures. As a case study, we introduce our current research on a unified MapReduce domain-specific language with code generation for Hadoop and Phoenix++, which has achieved a coding productivity increase from 41.84% and up to 94.71% without significant performance losses (below 3%) compared to those frameworks. <\/jats:p>","DOI":"10.1142\/s0218194015710096","type":"journal-article","created":{"date-parts":[[2016,3,16]],"date-time":"2016-03-16T23:02:09Z","timestamp":1458169329000},"page":"1739-1741","source":"Crossref","is-referenced-by-count":2,"title":["Coding Productivity in MapReduce Applications for Distributed and Shared Memory Architectures"],"prefix":"10.1142","volume":"25","author":[{"given":"Daniel","family":"Adornes","sequence":"first","affiliation":[{"name":"Pontifical Catholic University of Rio Grande do Sul (PUCRS), Faculty of Informatics (FACIN), Computer Science Graduate Program (PPGCC), Parallel Application Modeling Group (GMAP), Av. Ipiranga, 6681 \u2013 Building 32 \u2013 Porto Alegre \u2013 CEP: 90619-900 \u2013 Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dalvan","family":"Griebler","sequence":"additional","affiliation":[{"name":"Pontifical Catholic University of Rio Grande do Sul (PUCRS), Faculty of Informatics (FACIN), Computer Science Graduate Program (PPGCC), Parallel Application Modeling Group (GMAP), Av. Ipiranga, 6681 \u2013 Building 32 \u2013 Porto Alegre \u2013 CEP: 90619-900 \u2013 Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cleverson","family":"Ledur","sequence":"additional","affiliation":[{"name":"Pontifical Catholic University of Rio Grande do Sul (PUCRS), Faculty of Informatics (FACIN), Computer Science Graduate Program (PPGCC), Parallel Application Modeling Group (GMAP), Av. Ipiranga, 6681 \u2013 Building 32 \u2013 Porto Alegre \u2013 CEP: 90619-900 \u2013 Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Luiz Gustavo","family":"Fernandes","sequence":"additional","affiliation":[{"name":"Pontifical Catholic University of Rio Grande do Sul (PUCRS), Faculty of Informatics (FACIN), Computer Science Graduate Program (PPGCC), Parallel Application Modeling Group (GMAP), Av. Ipiranga, 6681 \u2013 Building 32 \u2013 Porto Alegre \u2013 CEP: 90619-900 \u2013 Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2016,3,16]]},"reference":[{"key":"p_2","first-page":"137","author":"Dean J.","year":"2004","journal-title":"OSDI"},{"key":"p_4","first-page":"25","author":"Griebler D.","year":"2014","journal-title":"Conf. on Software Engineering & Knowledge Engineering"},{"key":"p_5","first-page":"13","author":"Kumar K. A.","year":"2014","journal-title":"Conf. on Extending Database Technology"},{"key":"p_6","doi-asserted-by":"publisher","DOI":"10.1145\/1996092.1996095"},{"key":"p_7","first-page":"167","author":"Xiao Z.","year":"2011","journal-title":"Conf. on Parallel Architectures and Compilation Techniques"}],"container-title":["International Journal of Software Engineering and Knowledge Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218194015710096","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T13:33:19Z","timestamp":1565184799000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218194015710096"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11]]},"references-count":5,"journal-issue":{"issue":"09n10","published-online":{"date-parts":[[2016,3,16]]},"published-print":{"date-parts":[[2015,11]]}},"alternative-id":["10.1142\/S0218194015710096"],"URL":"https:\/\/doi.org\/10.1142\/s0218194015710096","relation":{},"ISSN":["0218-1940","1793-6403"],"issn-type":[{"value":"0218-1940","type":"print"},{"value":"1793-6403","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,11]]}}}