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·230· 智能系统学报 第14卷 outlier detection[J].Neurocomputing,2017,241:171- k-近邻连接算法U.软件学报,2013,24(8:1836-1851, 180. LIU Yi,JING Ning,CHEN Luo,et al.Algorithm for pro- [14]DEAN J,GHEMAWAT S.MapReduce:simplified data cessing k-nearest join based on R-tree in MapReduce[J]. processing on large clusters[J].Communications of the Journal of software,2013,24(8):1836-1851. ACM,2008.51(1107-113. [15]GHEMAWAT S.GOBIOFF H,LEUNG S T.The google [21]WHITE T.Hadoop:the definitive guide[M].4th ed. file system[C]//Proceedings of the 19th ACM Symposi- Gravenstein Highway North:O'reilly Media Inc.,2015: um on Operating Systems Principles.Bolton Landing, 1-4. NY,USA.2003:29-43. [22]http://archive.ics.uci.edu/ml/machine-learning-databases/ [16]CHANG F.DEAN J,GHEMAWAT S,et al.Bigtable:a kddcup99-mld/. distributed storage system for structured data[C]//Pro- ceedings of the 7th USENIX Symposium on Operating 作者简介: Systems Design and Implementation.Seattle,WA,2006: 齐小刚,男,1973年生,教授,博 15. 士生导师,主要研究方向为系统建模 [17]MU Yashuang,LIU Xiaodong,YANG Zhihao,et al.A 与故障诊断、网络优化与算法设计。 parallel C4.5 decision tree algorithm based on MapRe- 发表学术论文50余篇,被SCI检索 10余篇、EI检索50余篇。申请专利 duce[J].Concurrency and computation practice and ex- 18项(授权9项)、登记软件著作权 perience,.2017,298):e4015. 3项。 [18]侯泳旭,段磊,秦江龙,等.基于Isolation Forest的并行 化异常探测设计[.计算机工程与科学,2017,39(2): 胡秋秋,女,1995年生,硕士研究 236-244 生,主要研究方向为分布式系统、数据 HOU Yongxu,DUAN Lei,QIN Jianglong,et al.Parallel 处理与分析。 anomaly detection based on isolation forest[J].Computer engineering science,2017,39(2):236-244. [I9]叶海琴,孟彩霞,王意锋,等.一种基于MapReduce的频 繁模式挖掘算法[.南京理工大学学报,2018,42(1): 62-67. 刘立芳,女,1972年生,教授,博 士,主要研究方向为数据处理与智能 YE Haiqin,MENG Caixia,WANG Yifeng,et al.Fre- 计算。发表学术论文40余篇,其中 quent pattern mining algorithm based on MapReduce[J]. 被SCI检索9篇、EI检索30余篇。 Journal of Nanjing University of Science and Technology, 2018.42(1:62-67 [20]刘义,景宁,陈荦,等.MapReduce框架下基于R-树的outlier detection[J]. Neurocomputing, 2017, 241: 171– 180. DEAN J, GHEMAWAT S. MapReduce: simplified data processing on large clusters[J]. Communications of the ACM, 2008, 51(1): 107–113. >14@ GHEMAWAT S, GOBIOFF H, LEUNG S T. The google file system[C]//Proceedings of the 19th ACM Symposi￾um on Operating Systems Principles. Bolton Landing, NY, USA, 2003: 29–43. >15@ CHANG F, DEAN J, GHEMAWAT S, et al. Bigtable: a distributed storage system for structured data[C]//Pro￾ceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation. Seattle, WA, 2006: 15. >16@ MU Yashuang, LIU Xiaodong, YANG Zhihao, et al. A parallel C4.5 decision tree algorithm based on MapRe￾duce[J]. Concurrency and computation practice and ex￾perience, 2017, 29(8): e4015. >17@ Τฒோ, ൿᇕ, ሟ෇ᴜ, ኍ. ۲̅ Isolation Forest ᄉࣲᛠ Ӑऩ࣡ଉ฽᝹᝟[J]. ᝟ኪ఺ࢹርˀመߥ ,2017, 39(2): 236–244. HOU Yongxu, DUAN Lei, QIN Jianglong, et al. Parallel anomaly detection based on isolation forest[J]. Computer engineering & science, 2017, 39(2): 236–244. >18@ Հ๑၀, ߠॐ᭖, ဌ਒ᩣ, ኍ. ʶሗ۲̅ MapReduce ᄉᮟ ጒഴय્ଇኪก[J]. Ӯ̚ူࢹܷߥߥઐ, 2018, 42(1): 62–67. YE Haiqin, MENG Caixia, WANG Yifeng, et al. Fre￾quent pattern mining algorithm based on MapReduce[J]. Journal of Nanjing University of Science and Technology, 2018, 42(1): 62–67. >19@ >20@ ѵ˦, ௿߰, ᬇᕨ, ኍ. MapReduce ಳ౵ʽ۲̅ R-ಝᄉ k-ᤂ᥵ᤋଋኪก[J]. ᣃ͇ߥઐ, 2013, 24(8): 1836–1851. LIU Yi, JING Ning, CHEN Luo, et al. Algorithm for pro￾cessing k-nearest join based on R-tree in MapReduce[J]. Journal of software, 2013, 24(8): 1836–1851. WHITE T. Hadoop: the definitive guide[M]. 4th ed. Gravenstein Highway North: O’reilly Media Inc., 2015: 1–4. >21@ http://archive.ics.uci.edu/ml/machine-learning-databases/ kddcup99-mld/. >22@ ҈㔱ガϷ喝 ᴎ࠴ѷὋႃὋ1973 ࣱၶὋஓ૾Ὃӯ ܢၶ࠭࣍Ὃ˞᜵ᆐቂழՓ˝ጆፑतഴ ˀ஋ᬩងறNjᎩፎ͕Ӑˀኪก᝹᝟nj Ԧᛪߥశ᝶஠ 50 ͷኼὋᜁ SCI ೜ጉ 10 ͷኼNjEI ೜ጉ 50 ͷኼnjႁឯ˃ѽ 18 ᮉ (૾ా 9 ᮉ)Njᄅ᝭ᣃ͇ᗂͺా 3 ᮉnj ᑊሖሖὋݘὋ1995 ࣱၶὋᆯܢᆐቂ ၶὋ˞᜵ᆐቂழՓ˝ѫ࣊यጆፑNjஜ૵ ˀѫౡnjူܪ ѵበᔉὋݘὋ1972 ࣱၶὋஓ૾Ὃӯ ܢὋ˞᜵ᆐቂழՓ˝ஜ૵ܪူˀఄᑞ ᝟ኪnjԦᛪߥశ᝶஠ 40 ͷኼὋФ˖ ᜁ SCI ೜ጉ 9 ኼNjEI ೜ጉ 30 ͷኼnj g230g ఄNJᑞNJጆNJፑNJߥNJઐ ኃ 14 ԃ
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