[1]HE Qing.The Internet of things and the data mining cloud service[J].CAAI Transactions on Intelligent Systems,2012,7(3):189-194.
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The Internet of things and the data mining cloud service

CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume: 7 Number of periods: 2012 3 Page number: 189-194 Column: 综述 Public date: 2012-06-25
Title:
The Internet of things and the data mining cloud service
Author(s):
HE Qing
The Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China
Keywords:
Internet of Things;  cloud computing;  data mining;  cloud service
CLC:
TP391
DOI:
-
Abstract:
The Internet of things and cloud computing are a hot topic in the field of information technology. Their roles in the application of data mining, their combination, and technologies of data mining were discussed in this paper. Moreover, the status and role of data mining in the Internet of Things were analyzed; it was pointed out that cloud computing is the cornerstone of the Internet of Things. Additionally, the similarities and differences of distributed data mining and parallel data mining were analyzed. Lastly, a way to offer the data mining service in the Internet of Things was described. 
References:
［1］邬贺铨．中国物联网应用应该考虑中国国情［EB/OL］. (20100629)［20111125］. http://cloud.csdn.net/a/20100629/267886.html.
［2］李德毅．2012云计算技术发展报告［M］．北京：科学出版社, 2012.
［3］马文方．泛在计算：少谈些概念 多做些实事［N］．中国计算机报, 20100510(38).
［4］张诚，郭毅．数据挖掘与云计算——专访中国科学院计算机研究所何清博士［J］．数字通信, 2011, 38(3): 57.
［5］王媛媛．基于概念格模型的关联规则挖掘算法研究及实现［D］．合肥：合肥工业大学, 2005: 5556.
WANG Yuanyuan. Research and implementation of algorithms of mining association rules based on concept lattice［D］. Hefei: Hefei University of Technology, 2005: 5556.
［6］HE Qing, DU Changying, WANG Qun, et al. A parallel incremental extreme SVM classifier［J］. Neurocomputing, 2011, 74(16): 25322540.
［7］CHU C T, KIM S K, LIN Y A, et al. Mapreduce for machine learning on multicore［C］//Proceedings of the Twentieth Annual Conference on Neural Information Processing Systems. Vancouver, Canada, 2006: 281288.
［8］The Apache Software Foundation. 27 May 2011—Apache Mahout 0.5 released［EB/OL］. ［20111225］. http://mahout.apache.org/.
［9］何清．基于云计算的海量数据挖掘［EB/OL］. (20100525)［20111125］. http://cloud.csdn.net/a/20100525/267105.html.
［10］HE Qing, TAN Qing, MA Xudong, et al. The highactivity parallel implementation of data preprocessing based on MapReduce［C］//The Fifth International Conference on Rough Set and Knowledge Technology (RSKT). Beijing, China, 2010: 646654.
［11］LI Ning, ZENG Li, HE Qing, et al. Parallel implementation of apriori algorithm based on MapReduce［C］//Proceedings of the 13th ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing. Kyoto, Japan, 2012(accepted).
［12］HE Qing, ZHUANG Fuzhen, LI Jincheng, et al. Parallel implementation of classification algorithms based on MapReduce［C］//The Fifth International Conference on Rough Set and Knowledge Technology (RSKT). Beijing, China, 2010: 655662.
［13］HE Qing, WANG Qun, DU Changying, et al. A parallel hypersurface classifier for high dimensional data［C］//Proceedings of the 3rd International Symposium on Knowledge Acquisition and Modeling. Wuhan, China, 2010: 338343.
［14］ZHAO Weizhong, MA Huifang, HE Qing. Parallel Kmeans clustering based on mapreduce［C］//The 1st International Conference on Cloud Computing. Beijing, China, 2009: 674679.
［15］HE Qing, MA Yunlong, WANG Qun, et al. Parallel outlier detection using KDtree based on mapreduce［C］//Proceedings of the 2011 IEEE Third International Conference on Cloud Computing Technology and Science. Athen, Greece, 2011: 7580.
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