收稿日期: 2015-10-13
修回日期: 2016-03-22
网络出版日期: 2016-07-30
基金资助
国家自然科学基金（No.41371385）；中国科学院青年促进会项目基金（No.2013113）资助
Marine Association Rule Mining Based on Events
Received date: 2015-10-13
Revised date: 2016-03-22
Online published: 2016-07-30
李溢龙, 李晓红, 薛存金, 林孝松 . 一种基于事件的海洋关联规则挖掘方法[J]. 应用科学学报, 2016 , 34(4) : 387 -396 . DOI: 10.3969/j.issn.0255-8297.2016.04.004
An association rule mining algorithm is designed for anomalous oceanic events based on recursive "link-prune" of a priori algorithm. Concepts, definitions, rule expression and evaluation indicator related to events are introduced first. Based on a threshold of support and definition of event, event frequent 1-item set and designed an event-oriented link-prune algorithm is generated for frequent (k + 1)-item set from frequent k-item set. Marine events' strong association rule is then extracted based on events' strong association rule evaluation indicator. A case study on the association rule mining of Pacific marine abnormal events and association rule analysis on typical abnormal events are used to show correctness and feasibility of the proposed method.
[1] Mcphaden M J, Zebiak S E, Glantz M H. ENSO as an integrating concept in earth science[J]. Science, 2006, 314(5806): 1740-1745.
[2] Xue C J, Dong Q, Qin L J. A cluster-based method for marine sensitive object extraction and representation[J]. Journal of Ocean University of China, 2015, 14(4): 612-620.
[3] Agrawal R, Srikant R. Fast algorithms for mining association rules [C]//Proceedings of International Conference on Very Large Databases (VLDB). 1994, 1215: 487-499.
[4] 李光强, 邓敏, 张纬玲, 陈翼. 利用事件影响域挖掘时空关联规则[J]. 遥感学报, 2010, 14(3): 468-481. Li G Q, Deng M, Zhang W L, Chen Y. Events-coverage based spatio-temporal association rules mining method [J]. Journal of Remote Sensing, 2010, 14(3): 468-481. (in Chinese)
[5] Wu T S, Song G J, Ma X J, Xie K Q, Gao X P, Jin X X. Mining geographic episode association patterns of abnormal events in global earth science data [J]. Science in China Series E: Technological Sciences, 2008, 51(1): 155-164.
[6] Huang Y, Zhang L Q, Zhang P S. A framework for mining sequential patterns from spatiotemporal event data sets [J]. IEEE Transactions on Knowledge and Data Engineering, 2008, 20(4): 433-448.
[7] 柴思跃, 苏奋振, 周成虎. 基于周期表的时空关联规则挖掘方法与实验[J]. 地球信息科学学报, 2011, 13(4): 455-462. Chai S Y, Su F Z, Zhou C H. Period table based spatio-temporal association rules mining[J]. Journal of Geo-information Science, 2011, 13(4): 455-462. (in Chinese)
[8] Saulquin B, Fablet R, Mercier G, Demarcq H, Mangin A, d'Andon O H F. Multiscale event-based mining in geophysical time series: characterization and distribution of significant time-scales in the sea surface temperature anomalies telatively to ENSO periods from 1985 to 2009 [J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(8): 3543-3552.
[9] Xue C J, Dong Q, Li X H, Fan X, Li Y L, Wu S C. A remote sensing driven system for mining marine spatial temporal association patterns [J]. Remote Sensing, 2015, 7(7): 9149-9165.
[10] Byna S, Wehner M F, Wu K J. Detecting atmospheric rivers in large climate datasets[C]//Proceedings of the 2nd International Workshop on Petascal Data Analytics: Challenges and Opportunities. ACM, 2011: 7-14.
[11] Chen G, Ma J, Fang C, Han Y. Global oceanic precipitation derived from TOPEX and TMR: climatology and variability [J]. Journal of Climate, 2003, 16(23): 3888-3904.
[12] Xue C J, Song W J, Qin L J. A spatiotemporal mining framework for abnormal association patterns in marine environments with a time series of remote sensing images [J]. International Journal of Applied Earth Observation and Geo-information, 2015, 38: 105-114.
[13] Xue C J, Dong Q, Fan X. Spatio temporal association patterns of multiple parameters in the northwestern Pacific Ocean and their relationships with ENSO [J]. International Journal of Remote Sensing, 2014, 35(11/12): 4467-4483.
[14] Hou X Y, Dong Q, Xue C J, Song W J, Qin L J, Fan X. Seasonal evolution of the interannual variability of chlorophyll-a concentration and its forcing factors in the northwestern Pacific from 1998 to 2010 [J]. International Journal of Remote Sensing, 2014, 35(11/12): 4138-4155.
[15] 李晓燕, 翟盘茂. ENSO 事件指数与指标研究[J]. 气象学报, 2000, 58(1): 102-109. Li X Y, Zhai P M. On indices and indicators of ENSO episodes [J]. Act Meteorologica Sinica, 2000, 58(1): 102-109. (in Chinese)
[16] Wilson C, Adamec D. Correlations between surface chlorophyll and sea surface height in the tropical Pacific during the 1997-1999 El Nineo-southern oscillation event [J]. Journal of Geophysical Research, 2001, 106: 31175-31188.
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