Intelligent computing system based on pattern recognition and data mining algorithms

被引:54
作者
Zhang, Junlin [1 ]
Williams, Samuel Oluwarotimi [2 ]
Wang, Haoxiang [3 ,4 ]
机构
[1] Xian Univ Architecture & Technol, Xian, Shaanxi, Peoples R China
[2] Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen 518055, Peoples R China
[3] Cornell Univ, Ithaca, NY 14853 USA
[4] GoPercept Lab, R&D Ctr, Ithaca, NY USA
关键词
Pattern recognition; Data mining; Intelligent systems; Technologies; Algorithms; INTERNET;
D O I
10.1016/j.suscom.2017.10.010
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The integration of intelligent system mainly includes the application of intelligent technology, such as artificial intelligence and computational intelligence method, which is used in different levels of the system. This paper introduces the application and technology of several intelligent system integrations, the advantages and disadvantages of learning theory and expert system. Neural network is applied in intelligent systems and we use scope reviewed several new development of intelligent technology, plus this paper describes the development direction of the intelligent system. This paper introduces the basic concepts of data mining, including data mining technology, artificial intelligence, machine learning, statistical analysis, fuzzy logic, pattern recognition and artificial neural networks and other technologies. We analyze the structure of the general algorithm of data mining, and classify the data mining technology in details, including more than 10 techniques of decision tree technology, neural network technology, rough set and fuzzy set. Finally, the research directions of data mining in artificial intelligence, e-commerce applications and mobile communication computing are discussed. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:192 / 202
页数:11
相关论文
共 50 条
  • [21] PCA-based data mining probabilistic and fuzzy approaches with applications in pattern recognition
    State, Luminita
    Cocianu, Catalina
    Vlamos, Panayiotis
    Stefanescu, Viorica
    [J]. ICSOFT 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL 2, 2006, : 55 - +
  • [22] Sample Contribution Pattern Based Big Data Mining Optimization Algorithms
    Shi, Xiaodong
    Liu, Yang
    [J]. IEEE ACCESS, 2021, 9 : 32734 - 32746
  • [23] An Intelligent Financial Early Warning System Model Based on Data Mining for SMEs
    Koyuncugil, Ali Serhan
    Ozgulbas, Nermin
    [J]. INTERNATIONAL CONFERENCE ON FUTURE COMPUTER AND COMMUNICATIONS, PROCEEDINGS, 2009, : 662 - +
  • [24] A pattern recognition system for handoff algorithms
    Wong, KD
    Cox, DC
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2000, 18 (07) : 1301 - 1312
  • [25] Design of Intelligent Teaching System Based on Data Mining Technology
    Gao Wei Wei
    Wang Jian Hua
    Li Xiao Feng
    [J]. RESEARCH IN MATERIALS AND MANUFACTURING TECHNOLOGIES, PTS 1-3, 2014, 835-836 : 998 - +
  • [26] Intelligent Controller Based on Pattern Recognition
    Li Xin
    Zhang Li-zhen
    [J]. 2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 1512 - 1515
  • [27] Pattern recognition for industrial security using intelligent computing techniques
    Melin, P
    Mancilla, A
    Lopez, M
    Palma, R
    [J]. 8TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL V, PROCEEDINGS: COMPUTER SCIENCE AND ENGINEERING, 2004, : 53 - 58
  • [28] Examination System in the Cloud Computing Platform based on Data Mining
    Li Xiao-Feng
    Wang Jian-Hua
    Gao Wei-Wei
    [J]. PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 1605 - 1608
  • [29] An Intelligent Injury Rehabilitation Guidance System for Recreational Runners Using Data Mining Algorithms
    Tzelepis, Theodoros
    Matlis, George
    Dimokas, Nikos
    Karvelis, Petros
    Malliou, Paraskevi
    Beneka, Anastasia
    [J]. ALGORITHMS, 2023, 16 (11)
  • [30] Mobile Data Mining System based-on Cloud Computing
    Huang, Zhirui
    He, Xiaxu
    Liu, Pengfei
    Chen, Yanhua
    Zhang, Weifeng
    [J]. 2018 IEEE 3RD INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2018, : 557 - 561