Research on classification query optimization algorithm in data stream

被引:0
|
作者
Zhou Hong [1 ]
Wang Bin [1 ]
Fu Chunyan [1 ]
Zhi Yuan [1 ]
Xue Jiamei [1 ]
机构
[1] Jiamusi Univ, Coll Informat Sci & Elect Technol, Jiamusi, Peoples R China
关键词
data stream; classification; query;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The classification query method of data stream can not only improve the efficiency of data stream query, also achieve data stream query in the best matching state. The difficulty of classification query of data stream difficulty is how to achieve data matching in the optimal matching degree, the traditional classification query method for data stream is the method based on keyword matching, the effect on a single condition is better, but when there are more query conditions, query efficiency is low and matching degree is poor. To this end, a classification query optimization method on data stream is proposed based on improved TFIDF algorithm, the information entropy between data characteristics and the information entropy within characteristic are viewed as weighting factors of data classification query, nonlinear mapping ability of neural network is adopted to realize weight calculation and the fuzzification of TFIDF algorithm, so as to solve classification query problems of data streams. With actual database to process classification query, experimental results show that, the proposed algorithm for classification query on data stream have greatly improved query efficiency, which has good application value.
引用
收藏
页码:1219 / 1223
页数:5
相关论文
共 50 条
  • [31] Research on Data Classification Algorithm in Big Data Mining
    Liu Weigang
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC AND ENGINEERING TECHNOLOGY (MEET 2019), 2019, : 174 - 179
  • [32] Improved A* algorithm for query optimization
    Goyal, Amit
    Thakral, Ashish
    Sharma, G. K.
    [J]. 20TH EUROPEAN CONFERENCE ON MODELLING AND SIMULATION ECMS 2006: MODELLING METHODOLOGIES AND SIMULATION: KEY TECHNOLOGIES IN ACADEMIA AND INDUSTRY, 2006, : 472 - +
  • [33] A Novel Algorithm for Distributed Data Stream Using Big Data Classification Model
    Qiu, Yongxiao
    Du, Guanghui
    Chai, Song
    [J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2020, 15 (04) : 1 - 17
  • [34] Optimization Research of Spatial Query Algorithm - EIWQE for WiMax Mesh Network
    Fan, Weimin
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION AND COMMUNICATION TECHNOLOGY ICEICT 2016 PROCEEDINGS, 2016, : 69 - 74
  • [35] RFID data processing with a data stream query language
    Bai, Yijian
    Wang, Fusheng
    Liu, Peiya
    Zaniolo, Carlo
    Liu, Shaorong
    [J]. 2007 IEEE 23RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2007, : 1159 - +
  • [36] Modeling and query optimization of relay protection data based on Dijkstra algorithm
    Wang W.-H.
    Guo P.
    Zhan R.-R.
    Yang G.-S.
    Li Y.-F.
    Li J.-H.
    [J]. Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2021, 25 (01): : 68 - 78
  • [37] Optimization of data query and display algorithm for a wireless monitoring and visualization system
    Chen, Jiqiu
    Fu, Jingqi
    Bao, Weihua
    [J]. Communications in Computer and Information Science, 2014, 462 : 46 - 55
  • [38] Optimization of Data Query and Display Algorithm for a Wireless Monitoring and Visualization System
    Chen, Jiqiu
    Fu, Jingqi
    Bao, Weihua
    [J]. COMPUTATIONAL INTELLIGENCE, NETWORKED SYSTEMS AND THEIR APPLICATIONS, 2014, 462 : 46 - 55
  • [39] Efficient algorithm for query transformation in semantic query optimization
    He, Zengyou
    Deng, Shengchun
    Xu, Xiaofei
    Song, Yufu
    [J]. High Technology Letters, 2002, 8 (01) : 32 - 36