Pushing fuzzy constraints in frequent itemset mining

被引：0
|
作者：
Ren, Zhi-Bo [1 ,2 ]
Zhang, Qiang [1 ]
机构：
[1] Beijing Inst Technol, Dept Management & Econ, Beijing 100081, Peoples R China
[2] Hebei Univ, Dept Management, Baoding 071002, Peoples R China
来源：
PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2006年
基金：
中国国家自然科学基金;
关键词：
frequent itemset mining; constraint; fuzzy set; pruning; algorithm;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Human is the focus of knowledge discovery. The user can express his focus via constraints in mining. However, constraints specified by the user are often fuzzy. The paper proposes the notion of fuzzy constraints and develops techniques to introduce these fuzzy constraints into the Apriori algorithm for mining frequent itemsets. The experiment results show the effectiveness of the improved techniques.
引用
收藏
页码：1373 / +
页数：3
相关论文
共 50 条
  • [1] Pushing convertible constraints in frequent itemset mining
    Pei, J
    Han, JW
    Lakshmanan, LVS
    DATA MINING AND KNOWLEDGE DISCOVERY, 2004, 8 (03) : 227 - 252
  • [2] Pushing Convertible Constraints in Frequent Itemset Mining
    Jian Pei
    Jiawei Han
    Laks V.S. Lakshmanan
    Data Mining and Knowledge Discovery, 2004, 8 : 227 - 252
  • [3] Inverted Index Automata Frequent Itemset Mining for Large Dataset Frequent Itemset Mining
    Dai, Xin
    Hamed, Haza Nuzly Abdull
    Su, Qichen
    Hao, Xue
    IEEE ACCESS, 2024, 12 : 195111 - 195130
  • [4] Closed Frequent Itemset Mining with Arbitrary Side Constraints
    Kocak, Gokberk
    Akgun, Ozgur
    Miguel, Ian
    Nightingale, Peter
    2018 18TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW), 2018, : 1224 - 1232
  • [5] Fuzzy Maximal Frequent Itemset Mining Over Quantitative Databases
    Li, Haifeng
    Wang, Yue
    Zhang, Ning
    Zhang, Yuejin
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2017, PT I, 2017, 10191 : 476 - 486
  • [6] Verified Programs for Frequent Itemset Mining
    Loulergue, Frederic
    Whitney, Christopher D.
    2018 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2018, : 1516 - 1523
  • [7] An efficient frequent itemset mining algorithm
    Luo, Ke
    Zhang, Xue-Mao
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 756 - 761
  • [8] Anytime Frequent Itemset Mining of Transactional Data Streams
    Goyal, Poonam
    Challa, Jagat Sesh
    Shrivastava, Shivin
    Goyal, Navneet
    BIG DATA RESEARCH, 2020, 21
  • [9] Frequent Itemset Mining for Big Data
    Chavan, Kiran
    Kulkarni, Priyanka
    Ghodekar, Pooja
    Patil, S. N.
    2015 International Conference on Green Computing and Internet of Things (ICGCIoT), 2015, : 1365 - 1368
  • [10] Frequent itemset mining using cellular learning automata
    Sohrabi, Mohammad Karim
    Roshani, Reza
    COMPUTERS IN HUMAN BEHAVIOR, 2017, 68 : 244 - 253
12345