Stock exchange prediction and portfolio administration by statistics and artificial neural networks

被引:0
|
作者
Ortiz-Rossains, F [1 ]
Calderón-Aveitua, A [1 ]
Hernández-Gress, N [1 ]
机构
[1] Inst Tecnoll Estudios Super Monterrey, Monterrey, Mexico
关键词
stock exchange; prediction; portfolio administration; PCA; neural networks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the techniques used to develop a system capable of modeling the complex relations of the Mexican stock exchange by statistics methods as Principal Component Analysis (PCA) and Artificial Neural Networks (ANN). Finally, portfolio administration is performed via quadratic programming and genetic algorithms (GA). These methodologies constitute an alternative to classic statistical models of regression, variance and mean.
引用
收藏
页码:1157 / 1160
页数:4
相关论文
共 50 条
  • [21] Artificial chemical reaction optimization of neural networks for efficient prediction of stock market indices
    Nayak, S. C.
    Misra, B. B.
    Behera, H. S.
    [J]. AIN SHAMS ENGINEERING JOURNAL, 2017, 8 (03) : 371 - 390
  • [22] STOCK MARKET ANALYSIS AND PRICE PREDICTION USING DEEP LEARNING AND ARTIFICIAL NEURAL NETWORKS
    Medic, Tomislav
    Pejic Bach, Mirjana
    Jakovic, Bozidar
    [J]. PROCEEDINGS OF FEB ZAGREB 11TH INTERNATIONAL ODYSSEY CONFERENCE ON ECONOMICS AND BUSINESS, 2020, 2 (01): : 450 - 462
  • [23] Short Term Prediction Framework for Moroccan Stock Market Using Artificial Neural Networks
    Labiad, Badre
    Berrado, Abdelaziz
    Benabbou, Loubna
    [J]. PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS: THEORIES AND APPLICATIONS (SITA'18), 2018,
  • [24] SUPPORTING MANAGEMENT DECISIONS BY USING ARTIFICIAL NEURAL NETWORKS FOR EXCHANGE RATE PREDICTION
    Badea , Laura Maria
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ACCOUNTING AND MANAGEMENT INFORMATION SYSTEMS (AMIS 2013), 2013, : 1075 - 1088
  • [25] Riverflow Prediction with Artificial Neural Networks
    Jayawardena, A. W.
    [J]. ENGINEERING APPLICATIONS OF NEURAL NETWORKS, PROCEEDINGS, 2009, 43 : 463 - 471
  • [26] ARTIFICIAL NEURAL NETWORKS FOR TOXICITY PREDICTION
    Partridge, M.
    Buettner, F.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2010, 96 : S107 - S107
  • [27] Allergenicity prediction by artificial neural networks
    Dimitrov, Ivan
    Naneva, Lyudmila
    Bangov, Ivan
    Doytchinova, Irini
    [J]. JOURNAL OF CHEMOMETRICS, 2014, 28 (04) : 282 - 286
  • [28] Artificial neural networks for streamflow prediction
    Dolling, OR
    Varas, EA
    [J]. JOURNAL OF HYDRAULIC RESEARCH, 2002, 40 (05) : 547 - 554
  • [29] Artificial neural networks in outcome prediction
    Lundin, J
    [J]. ANNALES CHIRURGIAE ET GYNAECOLOGIAE, 1998, 87 (02) : 128 - 130
  • [30] Prediction intervals for artificial neural networks
    Hwang, JTG
    Ding, AA
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1997, 92 (438) : 748 - 757