Data Mining for Forecasting OGDCL Share Prices Using WEKA

被引:1
|
作者
Rehman, Iffraah [1 ]
Soomro, Tariq Rahim [1 ]
机构
[1] Inst Business Management, CCSIS, Karachi, Pakistan
关键词
Data Mining; WEKA; Forecasting; OGDCL;
D O I
10.1109/macs48846.2019.9024780
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Data mining is one of the emerging techniques that is being used in different areas science, education etc. with different machine learning algorithms. Different tools are available for performing data mining, one of which is WEKA. The aim of this paper is to use WEKA tool for data analysis of OGDCL stock prices. Two forecasting algorithms i.e. SMOreg and Multilayer perceptron has been used. Open, high, low and close price of OGDC stock share has been predicted for ten days. The results for obtained from both algorithms have been compared. It was found that SMOreg provides the most accurate result of the two algorithms for the given dataset. Further analysis of different forecasting algorithm for more accurate result has to done in future.
引用
收藏
页数:7
相关论文
共 50 条
  • [31] Forecasting Share Prices of Small Size Companies in Bursa Malaysia Using Geometric Brownian Motion
    Abidin, Siti Nazifah Zainol
    Jaffar, Maheran Mohd
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2014, 8 (01): : 107 - 112
  • [32] Disease Forecasting System Using Data Mining Methods
    Banu, M. A. Nishara
    Gomathy, B.
    2014 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING APPLICATIONS (ICICA 2014), 2014, : 130 - 133
  • [33] Forecasting Fraudulent Financial Statements using Data Mining
    Kotsiantis, S.
    Koumanakos, E.
    Tzelepis, D.
    Tampakas, V.
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 12, 2006, 12 : 284 - +
  • [34] Climate change forecasting using data mining algorithms
    Khatri, Parul
    Arjariya, Tripti
    Mitra, Nikita Shivhare
    AQUA-WATER INFRASTRUCTURE ECOSYSTEMS AND SOCIETY, 2023, 72 (06) : 1065 - 1083
  • [35] SUPPLEMENTAL DATA AND THE STRUCTURE OF THRIFT SHARE PRICES
    BARTH, ME
    BEAVER, WH
    STINSON, CH
    ACCOUNTING REVIEW, 1991, 66 (01): : 56 - 66
  • [36] Mapping of real estate prices using data mining techniques
    Hromada, Eduard
    CREATIVE CONSTRUCTION CONFERENCE 2015, SELECTED PAPERS, 2015, 123 : 233 - 240
  • [37] Forecasting reference evapotranspiration using data mining and limited climatic data
    Feng, Kepeng
    Tian, Juncang
    EUROPEAN JOURNAL OF REMOTE SENSING, 2021, 54 : 363 - 371
  • [38] Forecasting reference evapotranspiration using data mining and limited climatic data
    Feng, Kepeng
    Tian, Juncang
    European Journal of Remote Sensing, 2021, 54 (sup2) : 363 - 371
  • [39] Mining Bike-Share Data
    Chawathe, Sudarshan S.
    2020 IEEE INTERNATIONAL SMART CITIES CONFERENCE (ISC2), 2020,
  • [40] FORECASTING HOURLY ELECTRICITY PRICES IN POLISH DAY-AHEAD MARKET: DATA MINING APPROACH
    Fijorek, Kamil
    Mroz, Kinga
    Niedziela, Katarzyna
    Fijorek, Damian
    RYNEK ENERGII, 2010, (06): : 46 - 50