A maximal frequent itemset algorithm

被引:0
|
作者
Wang, H [1 ]
Li, QH [1 ]
Ma, CX [1 ]
Li, KL [1 ]
机构
[1] Huazhong Univ Sci & Technol, Comp Sch, Wuhan 430074, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present MinMax, a new algorithm for mining maximal frequent itemsets(MFI) from a transaction database. It is based on depth-first traversal and iterative. It combines a vertical tidset representation of the database with effective pruning mechanisms. MinMax removes all the non-maximal frequent itemsets to get the exact set of MFI directly, needless to enumerate all the frequent itemsets from smaller ones step by step. It backtracks to the proper ancestor directly, needless level by level. We found MinMax to be more effective than GenMax, a state-of-the-art algorithm for finding maximal frequent itemsets, to prune the search space to get the exact set of MFI.
引用
收藏
页码:484 / 490
页数:7
相关论文
共 50 条
  • [21] An efficient algorithm for fuzzy frequent itemset mining
    Wu, Tsu-Yang
    Lin, Jerry Chun-Wei
    Yun, Unil
    Chen, Chun-Hao
    Srivastava, Gautam
    Lv, Xianbiao
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (05) : 5787 - 5797
  • [22] A Generalized Parallel Algorithm for Frequent Itemset Mining
    Craus, Mitica
    Archip, Alexandru
    PROCEEDINGS OF THE 12TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTERS , PTS 1-3: NEW ASPECTS OF COMPUTERS, 2008, : 520 - +
  • [23] Adaptive Apriori Algorithm for Frequent Itemset Mining
    Patill, Shubhangi D.
    Deshmukh, Ratnadeep R.
    Kirange, D. K.
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON SYSTEM MODELING & ADVANCEMENT IN RESEARCH TRENDS (SMART-2016), 2016, : 7 - 13
  • [24] A Highly Parallel Algorithm for Frequent Itemset Mining
    Mesa, Alejandro
    Feregrino-Uribe, Claudia
    Cumplido, Rene
    Hernandez-Palancar, Jose
    ADVANCES IN PATTERN RECOGNITION, 2010, 6256 : 291 - +
  • [25] An Incremental Algorithm for Frequent Itemset Mining on Spark
    Yu, Min
    Zuo, Chuang
    Yuan, Yunpeng
    Yang, Yulu
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON BIG DATA ANALYSIS (ICBDA), 2017, : 281 - 285
  • [26] Fast Mining Algorithm of Frequent Itemset Based on Spark
    Ding J.-M.
    Li H.-B.
    Deng B.
    Jia L.-Y.
    You J.-G.
    Ruan Jian Xue Bao/Journal of Software, 2023, 34 (05): : 2446 - 2464
  • [27] An efficient algorithm for frequent itemset mining on data streams
    Xie Zhi-Jun
    Chen Hong
    Li, Cuiping
    ADVANCES IN DATA MINING: APPLICATIONS IN MEDICINE, WEB MINING, MARKETING, IMAGE AND SIGNAL MINING, 2006, 4065 : 474 - 491
  • [28] Probabilistic maximal frequent itemset mining methods over uncertain databases
    Li, Haifeng
    Hai, Mo
    Zhang, Ning
    Zhu, Jianming
    Wang, Yue
    Cao, Huaihu
    INTELLIGENT DATA ANALYSIS, 2019, 23 (06) : 1219 - 1241
  • [29] Novel algorithm for frequent itemset mining in data warehouses
    Xu L.-J.
    Xie K.-L.
    Journal of Zhejiang University-SCIENCE A, 2006, 7 (2): : 216 - 224
  • [30] YAFIM: A Parallel Frequent Itemset Mining Algorithm with Spark
    Qiu, Hongjian
    Gu, Rong
    Yuan, Chunfeng
    Huang, Yihua
    PROCEEDINGS OF 2014 IEEE INTERNATIONAL PARALLEL & DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2014, : 1664 - 1671