Application of various modeling techniques to analyze a housing condition survey dataset

被引:0
|
作者
Li, K [1 ]
机构
[1] Queens Univ Belfast, Sch Elect & Elect Engn, Belfast BT9 5AH, Antrim, North Ireland
来源
2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7 | 2004年
关键词
data mining; modeling; regression modeling; neural networks; housing survey;
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
Housing in our society is always associated with a wide range of social and economic issues. Examination of the differences between different community sectors based on different social and economic factors in regard to housing can help to address questions raised in public and political debates not just about housing - but about the underlying parity of economic provision, for which housing is often considered to be a prominent proxy. In this paper, the data mining techniques will be used to analyze a regional housing condition survey dataset. Three data mining modeling techniques will be applied, namely linear and nonlinear regression modeling and neural nets. Advanced algorithm will be used to build the models more efficiently. Interesting patterns extracted using these data mining modeling techniques will be presented and advantages and disadvantages of the three data mining techniques will be discussed.
引用
收藏
页码:409 / 414
页数:6
相关论文
共 50 条
  • [21] A Survey on Complexity Sciences and their Modeling Techniques
    Mahmoudzadeh, Morteza
    Jassbi, Javad
    EUROPEAN SIMULATION AND MODELLING CONFERENCE 2011, 2011, : 27 - 32
  • [22] Knowledge modeling: A survey of processes and techniques
    Yun, Wei
    Zhang, Xuan
    Li, Zhudong
    Liu, Hui
    Han, Mengting
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 36 (04) : 1686 - 1720
  • [23] Condition monitoring techniques for electrical equipment - A literature survey
    Han, Y
    Song, YH
    IEEE TRANSACTIONS ON POWER DELIVERY, 2003, 18 (01) : 4 - 13
  • [25] METROPOLITAN HOUSING QUALITY AND AN APPLICATION OF CAUSAL MODELING
    MERCER, J
    GEOGRAPHICAL ANALYSIS, 1975, 7 (03) : 295 - 302
  • [26] Deep Learning Innovations in Video Classification: A Survey on Techniques and Dataset Evaluations
    Mao, Makara
    Lee, Ahyoung
    Hong, Min
    ELECTRONICS, 2024, 13 (14)
  • [27] Small Dataset Modeling and Application of Plant Medicine Extraction
    Liu, Boyan
    Chen, Juan
    Dong, Cuiying
    COGNITIVE SYSTEMS AND SIGNAL PROCESSING, PT II, 2019, 1006 : 381 - 392
  • [28] Development of smart application for house condition survey
    Chohan, Afaq Hyder
    Awad, Jihad
    Jung, Chuloh
    Ani, Adi Irfan Che
    AIN SHAMS ENGINEERING JOURNAL, 2022, 13 (03)
  • [29] Application of Geometric Modeling in Visualizing the Medical Image Dataset
    Van Nguyen S.
    Tran H.M.
    Le T.S.
    SN Computer Science, 2020, 1 (5)
  • [30] SURVEY OF LIFO INVENTORY APPLICATION TECHNIQUES
    STARK, ME
    ACCOUNTING REVIEW, 1978, 53 (01): : 182 - 185