Evolutionary Algorithm Applications in Data Mining

被引:0
|
作者
Sharma, Vasundhara [1 ]
Dubey, Gaurav [1 ]
机构
[1] Amity Univ, ASET, Noida, Uttar Pradesh, India
关键词
Evolutionary algorithm; data mining; classification; association rules; Evolutionary computation;
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
Data mining is a field with immense scope and helps us extract knowledge from real world, large and complicated data sets. It has various steps including preprocessing, pattern refinement, and post processing. This field has been growing profoundly with various applications in machine learning areas. It has found a great place and application in this field including evolutionary algorithms (EA). The main inspiration behind using EAs is they are greatly robust and have adaptive search methods, which perform in space of candidate solutions. They utilize powerful and efficient search methodologies to carry out a global search in a space solution. The combination of these two DM and EA including the theoretical and applications part made available for various fields for application. The main purpose of this paper is to present maximum number of applications of EA in Data mining field to present a consolidated view to the interested researchers in this aforesaid field.
引用
收藏
页码:747 / 752
页数:6
相关论文
共 50 条
  • [11] Evolutionary optimization of radial basis function classifiers for data mining applications
    Buchtala, O
    Klimek, M
    Sick, B
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (05): : 928 - 947
  • [12] Development of Evolutionary Data Mining Algorithms and their Applications to Cardiac Disease Diagnosis
    Liu, Jenn-Long
    Hsu, Yu-Tzu
    Hung, Chih-Lung
    [J]. 2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,
  • [13] Deep Learning Algorithm and Applications in Location Big Data Mining
    Gao, Fa-Qin
    Xia, Hai-Xia
    [J]. FUZZY SYSTEM AND DATA MINING, 2016, 281 : 169 - 174
  • [14] Evolutionary approach to data mining
    Singh, YP
    Araby, NAR
    [J]. PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY 2000, VOLS 1 AND 2, 2000, : 756 - 760
  • [15] Evolutionary algorithms for data mining
    Pierre Collet
    Man Leung Wong
    [J]. Genetic Programming and Evolvable Machines, 2012, 13 : 69 - 70
  • [16] Evolutionary algorithms for data mining
    Collet, Pierre
    Wong, Man Leung
    [J]. GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2012, 13 (01) : 69 - 70
  • [17] Evolutionary computation and data mining
    Kusiak, A
    [J]. INTELLIGENT SYSTEMS IN DESIGN AND MANUFACTURING III, 2000, 4192 : 1 - 10
  • [18] Logic Mining Approach: Shoppers' Purchasing Data Extraction via Evolutionary Algorithm
    Kasihmuddin, Mohd Shareduwan Mohd
    Halim, Nur Shahira Abdul
    Jamaludin, Siti Zulaikha Mohd
    Mansor, Mohd. Asyraf
    Alway, Alyaa
    Zamri, Nur Ezlin
    Azhar, Siti Aishah
    Marsani, Muhammad Fadhil
    [J]. JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2023, 22 (03): : 309 - 335
  • [19] Research on Evolutionary Optimization Algorithm of Real Estate Pricing Based on Data Mining
    Li, Suhui
    [J]. PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 793 - 796
  • [20] A Differential Evolutionary Architecture for Artificial Neural Trees with Applications to Medical Data Mining
    Liu Xiyu
    Ma Yinghong
    Liu Hong
    Zhang Jianping
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON IT IN MEDICINE AND EDUCATION, VOLS 1 AND 2, PROCEEDINGS, 2008, : 761 - 767