Intelligent Decision Support System for Determining Basketball Strategy

被引:0
|
作者
Maulidevi, Nur Ulfa [1 ]
Handayani, Tami Utiwi [1 ]
机构
[1] Inst Technol Bandung, Sch Elect Engn & Informat, Bandung, Indonesia
关键词
Intelligent decision support system; decision support system; expert system; support vector machine; basketball strategy;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Intelligent Decision Support System (IDSS) has been used in widely area, in order to support decision making. The word intelligent in IDSS refers to the process of that involves expert knowledge or knowledge gain from learning the data. IDSS is applying Decision Support System (DSS) and Expert System (ES) in its application. Mostly used in business area, IDSS in this paper is proposed to give support in deciding best strategy for a basketball team. The initial data used are statistical data of the team players and the opponent players. From the initial data, determination of player position is taken place using classification method of supervised learning. The classification method proposed in this paper is Support Vector Machine (SVM), as the best classification method in this domain based on experiment conducted. Expert knowledge about team strategy based on the composition of players, is stored in rule based system, embedded in IDSS. The classification accuracy is 66.37% in predicting position of a player based on his statistical data, determination of initial offense strategy accuracy is 70%, determination of initial defense strategy accuracy is 67.5%, determination of final offense strategy accuracy is 68.75%, and determination of final defense strategy accuracy is 70%.
引用
收藏
页码:120 / 126
页数:7
相关论文
共 50 条
  • [1] INTELLIGENT DECISION SUPPORT SYSTEM FOR DETERMINING THE ACTIVITY OF BONE METABOLISM IN DIABETES
    Safarova, S. S.
    PROCEEDINGS OF THE7TH INTERNATIONAL CONFERENCE ON CONTROL AND OPTIMIZATION WITH INDUSTRIAL APPLICATIONS, VOL II, 2020, : 338 - 340
  • [2] Linking IT applications with manufacturing strategy: An intelligent decision support system approach
    Kathuria, R
    Anandarajan, M
    Igbaria, M
    DECISION SCIENCES, 1999, 30 (04) : 959 - 991
  • [3] An intelligent decision support system for a Knowledge City's strategy formulation
    Ergazakis, Emmanouil
    Ergazakis, Kostas
    Metaxiotis, Kostas
    Askounis, Dimitrios
    PROCEEDINGS OF THE 8TH EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT, VOL 1 AND 2, 2007, : 301 - 318
  • [4] Intelligent decision support system
    Grantner, Janos L.
    Fodor, George A.
    Gottipati, Ramakrishna
    Pernalete, Norali
    Edwards, Sandra
    ANALYSIS AND DESIGN OF INTELLIGENT SYSTEMS USING SOFT COMPUTING TECHNIQUES, 2007, 41 : 549 - +
  • [5] Development of an Intelligent Decision Support System for Determining the Efficiency of Shunt Active Power Filter
    Sagiroglu, Seref
    Bayindir, Ramazan
    Kaplan, Orhan
    Kahraman, Hamdi Tolga
    EIGHTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 2009, : 626 - +
  • [6] Intelligent decision support system generator
    Shi, Zhenxia
    Lu, Jukang
    Journal of Systems Engineering and Electronics, 1993, 4 (01) : 45 - 52
  • [7] An Intelligent Decision Support System Generator
    Shi Zhenxia and Lu JukangDept. of Computer Science
    Chinese Journal of Systems Engineering and Electronics, 1993, (01) : 45 - 52
  • [8] An Intelligent System for decision Support in Bioinformatics
    Fiannaca, Antonino
    La Rosa, Massimo
    Peri, Daniele
    Rizzo, Riccardo
    ERCIM NEWS, 2011, (84): : 35 - 36
  • [9] An intelligent decision support system for IT outsourcing
    Buyukozkan, Gulcin
    Feyzioglu, Orhan
    FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 1303 - 1312
  • [10] A cooperative intelligent decision support system
    Adla, Abdelkader
    Zarate, Pascale
    2006 INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2006, : 763 - 769