Option model calibration using a bacterial foraging optimization algorithm

被引:0
|
作者
Dang, Jing [1 ,2 ]
Brabazon, Anthony [1 ]
O'Neill, Michael [1 ]
Edelman, David [2 ]
机构
[1] Univ Coll Dublin, Nat Computing Res & Applicat Grp, Dublin 2, Ireland
[2] Univ Coll Dublin, Sch Business, Dublin 2, Ireland
关键词
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
The Bacterial Foraging Optimization (BFO) algorithm is a biologically inspired computation technique which is based on mimicking the foraging behavior of E.coli bacteria. This paper illustrates how a BFO algorithm can be constructed and applied to solve parameter estimation of a EGARCH-M model which is then used for calibration of a volatility option pricing model. The results from the algorithm are shown to be robust and extendable, suggesting the potential of applying the BFO for financial modeling.
引用
收藏
页码:113 / +
页数:3
相关论文
共 50 条
  • [41] An adaptive rejuvenation of bacterial foraging algorithm for global optimization
    Tejna Khosla
    Om Prakash Verma
    [J]. Multimedia Tools and Applications, 2023, 82 : 1965 - 1993
  • [42] Bacterial Foraging Optimization Algorithm with Quorum sensing Mechanism
    Shen, Hai
    Zhang, Mo
    [J]. MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3844 - 3848
  • [43] A Novel Adaptive Chaotic Bacterial Foraging Optimization Algorithm
    Zhang, Yuan-tao
    Zhou, Wei
    Yi, Jun
    [J]. 2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL MODELING, SIMULATION AND APPLIED MATHEMATICS (CMSAM 2016), 2016, : 272 - 279
  • [44] Analysis of Reproduction Operator in Bacterial Foraging Optimization Algorithm
    Abraham, Ajith
    Biswas, Arijit
    Dasgupta, Sambarta
    Das, Swagatam
    [J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 1476 - +
  • [45] A Hybrid Mathematical Programming Model for Densities of Alkanol plus Alkanediol Mixtures Using Bacterial Foraging Optimization Algorithm
    Noorzad, Fazel
    Pirdashti, Mohsen
    Dragoi, Elena Niculina
    Nobijari, Yousef Babaei
    [J]. IRANIAN JOURNAL OF CHEMISTRY & CHEMICAL ENGINEERING-INTERNATIONAL ENGLISH EDITION, 2023, 41 (10): : 3558 - 3572
  • [46] Estimation of an EGARCH Volatility Option Pricing Model using a Bacteria Foraging Optimisation Algorithm
    Dang, Jing
    Brabazon, Anthony
    O'Neill, Michael
    Edelman, David
    [J]. NATURAL COMPUTING IN COMPUTATIONAL FINANCE, 2008, 100 : 109 - +
  • [47] Optimal Cell Selection Scheme in Femtocell Networks Using Bacterial Foraging Optimization Algorithm
    Alam, Sahirul
    Mustika, I. Wayan
    Selo
    Lalin, Heng
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON SCIENCE AND TECHNOLOGY-COMPUTER (ICST), 2016,
  • [48] Efficient Task Allocation Using Intelligent Bacterial Foraging Optimization (IBFO) Algorithm in Cloud
    Vishrutha, T.
    Chitra, P.
    [J]. PROCEEDINGS OF 2019 1ST INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION AND COMMUNICATION TECHNOLOGY (ICIICT 2019), 2019,
  • [49] Control Strategy for PQ Improvement in an Autonomous Microgrid Using Bacterial Foraging Optimization Algorithm
    Chitra, N.
    Kumar, A. Senthil
    Priyadharshini, P.
    Shobana, K. M.
    [J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 705 - 713
  • [50] Design of a Supplementary Controller for Power System Stabilizer Using Bacterial Foraging Optimization Algorithm
    Kiani, Mohammad
    Soloklo, Hasan Nasiri
    Mohammadi, M. Ali
    Farsangi, Malihe M.
    [J]. COMPUTATIONAL INTELLIGENCE AND INFORMATION TECHNOLOGY, 2011, 250 : 405 - 410