{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T16:00:27Z","timestamp":1740153627345,"version":"3.37.3"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2016,4,29]],"date-time":"2016-04-29T00:00:00Z","timestamp":1461888000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61173030"],"award-info":[{"award-number":["61173030"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61332014"],"award-info":[{"award-number":["61332014"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["N120816001"],"award-info":[{"award-number":["N120816001"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61272181"],"award-info":[{"award-number":["61272181"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61173029"],"award-info":[{"award-number":["61173029"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61272182"],"award-info":[{"award-number":["61272182"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Memetic Comp."],"published-print":{"date-parts":[[2017,9]]},"DOI":"10.1007\/s12293-016-0190-5","type":"journal-article","created":{"date-parts":[[2016,4,29]],"date-time":"2016-04-29T17:25:52Z","timestamp":1461950752000},"page":"183-197","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["An efficient parallel method for batched OS-ELM training using MapReduce"],"prefix":"10.1007","volume":"9","author":[{"given":"Shan","family":"Huang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7206-0331","authenticated-orcid":false,"given":"Botao","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yuemei","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Guoren","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Ge","family":"Yu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,4,29]]},"reference":[{"key":"190_CR1","unstructured":"Amazon elastic compute cloud (2015). \n                        http:\/\/aws.amazon.com\/cn\/ec2\/"},{"key":"190_CR2","unstructured":"Huang GB, Zhu QY, Siew CK (2004) Extreme learning machine. In: Technical Report ICIS\/03\/2004. School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"},{"issue":"16","key":"190_CR3","doi-asserted-by":"crossref","first-page":"3056","DOI":"10.1016\/j.neucom.2007.02.009","volume":"70","author":"GB Huang","year":"2007","unstructured":"Huang GB, Chen L (2007) Convex incremental extreme learning machine. Neurocomputing 70(16):3056\u20133062","journal-title":"Neurocomputing"},{"issue":"2","key":"190_CR4","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1109\/TSMCB.2011.2168604","volume":"42","author":"GB Huang","year":"2012","unstructured":"Huang GB, Zhou H, Ding X, Zhang R (2012) Extreme learning machine for regression and multiclass classification. IEEE Trans Syst Man Cybern Part B Cybern 42(2):513\u2013529","journal-title":"IEEE Trans Syst Man Cybern Part B Cybern"},{"issue":"6","key":"190_CR5","doi-asserted-by":"crossref","first-page":"1411","DOI":"10.1109\/TNN.2006.880583","volume":"17","author":"NY Liang","year":"2006","unstructured":"Liang NY, Huang GB, Saratchandran P, Sundararajan N (2006) A fast and accurate online sequential learning algorithm for feedforward networks. Neural Netw IEEE Trans 17(6):1411\u20131423","journal-title":"Neural Netw IEEE Trans"},{"issue":"1","key":"190_CR6","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean J, Ghemawat S (2008) MapReduce: Simplified data processing on large clusters. Commun ACM 51(1):107\u2013113","journal-title":"Commun ACM"},{"key":"190_CR7","volume-title":"Hadoop: The definitive guide","author":"T White","year":"2012","unstructured":"White T (2012) Hadoop: The definitive guide. O\u2019ReillyMedia Inc, Sebastopol, CA, USA"},{"issue":"6","key":"190_CR8","first-page":"35","volume":"28","author":"J Lin","year":"2013","unstructured":"Lin J, Yin J, Cai Z, Liu Q, Li K, Leung V (2013) A secure and practical mechanism for outsourcing ELMs in cloud computing. IEEE Intell Syst 28(6):35\u201338","journal-title":"IEEE Intell Syst"},{"key":"190_CR9","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1016\/j.neucom.2012.01.040","volume":"102","author":"Q He","year":"2013","unstructured":"He Q, Shang T, Zhuang F, Shi Z (2013) Parallel extreme learning machine for regression based on MapReduce. Neurocomputing 102:52\u201358","journal-title":"Neurocomputing"},{"key":"190_CR10","doi-asserted-by":"crossref","unstructured":"Xiang J, Westerlund M, Sovilj D, Pulkkis G (2014) Using extreme learning machine for intrusion detection in a big data environment. In: Proceedings of the 2014 workshop on artificial intelligent and security workshop, AISec \u201914ACM, New York, pp 73\u201382","DOI":"10.1145\/2666652.2666664"},{"key":"190_CR11","unstructured":"Xin J, Wang Z, Chen C, Ding L, Wang G, Zhao Y (2013) ELM*: distributed extreme learning machine with MapReduce. World Wide Web, pp. 1\u201316"},{"issue":"16","key":"190_CR12","doi-asserted-by":"crossref","first-page":"2430","DOI":"10.1016\/j.neucom.2010.11.034","volume":"74","author":"M Heeswijk van","year":"2011","unstructured":"van Heeswijk M, Miche Y, Oja E, Lendasse A (2011) GPU-accelerated and parallelized ELM ensembles for large-scale regression. Neurocomputing 74(16):2430\u20132437","journal-title":"Neurocomputing"},{"key":"190_CR13","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1016\/j.neucom.2014.03.076","volume":"149, Part A","author":"B Wang","year":"2015","unstructured":"Wang B, Huang S, Qiu J, Liu Y, Wang G (2015) Parallel online sequential extreme learning machine based on MapReduce. Neurocomputing 149, Part A:224\u2013232","journal-title":"Neurocomputing"},{"key":"190_CR14","first-page":"1","volume":"2015","author":"J Cao","year":"2015","unstructured":"Cao J, Lin Z (2015) Extreme learning machines on high dimensional and large data applications: a survey. Math Probl Eng 2015:1\u201312","journal-title":"Math Probl Eng"},{"key":"190_CR15","unstructured":"NVIDIA CUDA home page (2015). \n                        http:\/\/www.nvidia.com\/object\/cuda_home_new.html"},{"key":"190_CR16","unstructured":"Matlab parallel computing toolbox (2015). \n                        http:\/\/www.mathworks.com\/products\/parallel-computing\/index.html"},{"issue":"1","key":"190_CR17","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1016\/j.neucom.2005.12.126","volume":"70","author":"GB Huang","year":"2006","unstructured":"Huang GB, Zhu QY, Siew CK (2006) Extreme learning machine: theory and applications. Neurocomputing 70(1):489\u2013501","journal-title":"Neurocomputing"},{"key":"190_CR18","volume-title":"Computers and intractability; a guide to the theory of NP-completeness","author":"MR Garey","year":"1990","unstructured":"Garey MR, Johnson DS (1990) Computers and intractability; a guide to the theory of NP-completeness. W. H. Freeman & Co, New York"},{"key":"190_CR19","doi-asserted-by":"crossref","unstructured":"Shepard D (1968) A two-dimensional interpolation function for irregularly-spaced data. In: Proceedings of the 1968 23rd ACM national conference, ACM \u201968ACM, New York, pp 517\u2013524","DOI":"10.1145\/800186.810616"},{"key":"190_CR20","doi-asserted-by":"crossref","unstructured":"Arndt H, Bundschus M, Naegele A (2009) Towards a next-generation matrix library for java. In: Computer software and applications conference, 2009. COMPSAC\u201909. 33rd Annual IEEE International, vol\u00a01. IEEE, pp 460\u2013467","DOI":"10.1109\/COMPSAC.2009.67"}],"container-title":["Memetic Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12293-016-0190-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12293-016-0190-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12293-016-0190-5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12293-016-0190-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,16]],"date-time":"2020-05-16T19:44:58Z","timestamp":1589658298000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12293-016-0190-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,29]]},"references-count":20,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2017,9]]}},"alternative-id":["190"],"URL":"https:\/\/doi.org\/10.1007\/s12293-016-0190-5","relation":{},"ISSN":["1865-9284","1865-9292"],"issn-type":[{"type":"print","value":"1865-9284"},{"type":"electronic","value":"1865-9292"}],"subject":[],"published":{"date-parts":[[2016,4,29]]}}}