DECISION SUPPORT SYSTEM TO SUPPORT THE SOLVING OF CLASSIFICATION PROBLEMS IN TELECOMMUNICATIONS

被引:0
|
作者
Rupnik, Rok [1 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, Ljubljana 1000, Slovenia
来源
INFORMACIJE MIDEM-JOURNAL OF MICROELECTRONICS ELECTRONIC COMPONENTS AND MATERIALS | 2009年 / 39卷 / 03期
关键词
data mining; decision support; decision support system; knowledge discovery; classification; telecommunications; MODELS; AGENT;
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
Traditional techniques of data analysis do not enable the solution of all kind of problems and for that reason they have become insufficient. This caused a new interdisciplinary field of data mining to arise, encompassing both classical statistical, and modern machine learning techniques to support the data analysis and knowledge discovery from data. Data mining methods are powerful in dealing with large quantities of data, but on the other hand they are difficult to master by business users to facilitate decision support. In this paper we introduce our approach to integration of decision support system with data mining method called classification. We discuss the role of data mining to facilitate decision support, the use of classification method in decision support system, discuss applied approaches and introduce a data mining decision support system called DMDSS (Data Mining Decision Support System). We also present some obtained results and plans for future development.
引用
收藏
页码:168 / 177
页数:10
相关论文
共 50 条
  • [1] DECISION SUPPORT SYSTEM TO SUPPORT DECISION PROCESSES WITH DATA MINING
    Rupnik, Rok
    Kukar, Matjaz
    JOURNAL OF INFORMATION AND ORGANIZATIONAL SCIENCES, 2007, 31 (01) : 217 - 232
  • [2] DEVELOPMENT OF A DECISION SUPPORT SYSTEM FOR SOLVING CONTAINER LOADING PROBLEMS
    Dereli, Tuerkay
    Das, Guelesin Sena
    TRANSPORT, 2010, 25 (02) : 138 - 147
  • [3] A Decision Support System for Solving Multiple Criteria Optimization Problems
    Filatovas, Ernestas
    Kurasova, Olga
    INFORMATICS IN EDUCATION, 2011, 10 (02): : 213 - 224
  • [4] Application of the Universal Decision Support System SVIR to Solving Urban Problems
    Mikoni, Stanislav
    DIGITAL TRANSFORMATION AND GLOBAL SOCIETY, 2016, 674 : 478 - 491
  • [5] A Decision Support System for Solving Multi-Objective Redundancy Allocation Problems
    Khalili-Damghani, Kaveh
    Abtahi, Amir-Reza
    Tavana, Madjid
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2014, 30 (08) : 1249 - 1262
  • [6] Decision Support System for Lymphoma Classification
    Negm, Ahmed E-S.
    Kandil, Ahmed H.
    Hassan, Osama A. E-F.
    CURRENT MEDICAL IMAGING, 2017, 13 (01) : 89 - 98
  • [7] Solving imbalanced classification problems with support vector machines
    Lessmann, S
    IC-AI '04 & MLMTA'04 , VOL 1 AND 2, PROCEEDINGS, 2004, : 214 - 220
  • [8] A decision support system for blending problems
    Maria, Parv
    Bulletin of the University of Agricultural Sciences and Veterinary Medicine, Vol 63, 2006: HORTICULTURE, 2006, 63 : 238 - 243
  • [9] A decision support system for telemedicine through the mobile telecommunications platform
    Eren, Ali
    Subasi, Abdulhamit
    Coskun, Osman
    JOURNAL OF MEDICAL SYSTEMS, 2008, 32 (01) : 31 - 35
  • [10] A Decision Support System for Telemedicine Through the Mobile Telecommunications Platform
    Ali Eren
    Abdulhamit Subasi
    Osman Coskun
    Journal of Medical Systems, 2008, 32 : 31 - 35