Mining sequential patterns from uncertain big DNA in the spark framework

作者: Fan Jiang , Carson K. Leung , Oluwafemi A. Sarumi , Christine Y. Zhang

DOI: 10.1109/BIBM.2016.7822641

关键词:

摘要: … In Stage III, our algorithm generates frequent patterns satisfying the uncertainty distance function U and the minimum support threshold δ on each partition of RDD. The uncertainty …

参考文章(41)
David C. Anastasiu, Jeremy Iverson, Shaden Smith, George Karypis, Big Data Frequent Pattern Mining Frequent Pattern Mining. pp. 225- 259 ,(2014) , 10.1007/978-3-319-07821-2_10
Kai Li, IVY: A Shared Virtual Memory System for Parallel Computing. international conference on parallel processing. ,vol. 2, pp. 94- 101 ,(1988)
Carson Kai-Sang Leung, Uncertain Frequent Pattern Mining Frequent Pattern Mining. pp. 339- 367 ,(2014) , 10.1007/978-3-319-07821-2_14
Jiaqi Ge, Yuni Xia, Jian Wang, Mining Uncertain Sequential Patterns in Iterative MapReduce pacific-asia conference on knowledge discovery and data mining. pp. 243- 254 ,(2015) , 10.1007/978-3-319-18032-8_19
Takahiko Shintani, Masaru Kitsuregawa, Mining Algorithms for Sequential Patterns in Parallel: Hash Based Approach knowledge discovery and data mining. pp. 283- 294 ,(1998) , 10.1007/3-540-64383-4_24
Ramakrishnan Srikant, Rakesh Agrawal, Mining sequential patterns: Generalizations and performance improvements Advances in Database Technology — EDBT '96. pp. 1- 17 ,(1996) , 10.1007/BFB0014140
Jiawei Han, Ramin Afshar, Xifeng Yan, CloSpan: Mining Closed Sequential Patterns in Large Databases. siam international conference on data mining. pp. 166- 177 ,(2003)
Hongwei Huo, Shuai Lin, Qiang Yu, Yipu Zhang, Vojislav Stojkovic, A MapReduce-based Algorithm for Motif Search international parallel and distributed processing symposium. pp. 2052- 2060 ,(2012) , 10.1109/IPDPSW.2012.255
Jiawei Han, Jian Pei, Behzad Mortazavi-Asl, Qiming Chen, Umeshwar Dayal, Mei-Chun Hsu, FreeSpan: frequent pattern-projected sequential pattern mining knowledge discovery and data mining. pp. 355- 359 ,(2000) , 10.1145/347090.347167
Arun Kejariwal, Big Data Challenges: A Program Optimization Perspective international conference on cloud and green computing. pp. 702- 707 ,(2012) , 10.1109/CGC.2012.17