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Application of Predictive Methods to Financial Data Sets Cover

Application of Predictive Methods to Financial Data Sets

By: Reza Habibi  
Open Access
|Mar 2021

References

  1. Aparicio, J., Lopez-Espin, J.J., Martinez-Moreno, R., Pastor, J.T. (2013). Benchmarking in Data Envelopment Analysis: an Approach Based on Genetic Algorithms and Parallel Programming. Advances in Operations Research, 29, 1-9.10.1155/2014/431749
  2. Breiman, L., Friedman, J.H., Olshen, R.A., Stone. C. J. (1984). Classification and Regression Trees. The Wadsworth Statistics/Probability Series, 358-370. Wiley.
  3. Bulgurcu, B. (2012). Application of TOPSIS Technique for Financial Performance Evaluation of Technology Firms in Istanbul Stock Exchange Market. Procedia-Social and Behavioral Sciences, 62, 1033-1040.10.1016/j.sbspro.2012.09.176
  4. Cai, X.Z., Wang, G.Q., El Ghami, M., Yue, Y.J. (2014). Complexity Analysis Of Primal-dual Interior-point Methods for Linear Optimization Based on a New Parametric Kernel Function with a Trigonometric Barrier Term. Abstract and Applied Analysis, 11, 23-38.10.1155/2014/710158
  5. Das, N. (2003). Hedge Fund Classification Using K-Means Clustering Method. RTH International Conference on Computing in Economics and Finance. Seattle. USA: University of Washington.
  6. Feroz, E.H., Kim, S., Raab, R.L. (2003). Financial Statement Analysis: a Data Envelopment Analysis Approach. Journal of the Operational Research Society, 54, 48-58.10.1057/palgrave.jors.2601475
  7. Grith, M., Hardle, W.K., Schienle, M. (2010). Nonparametric Estimation of Risk-neutral Densities. SFB 649 Discussion Paper 2010-021. Berlin: Humboldt-Universität.10.2139/ssrn.2894237
  8. Habibi, R. (2011). A Simple Estimate of VaR under GARCH Modeling. Ekonomia, 14, 127-137.10.18778/1899-2226.14.1.12
  9. Hillier, F.S., Lieberman, G.J. (2012). Introduction to Operation Research. USA: McGraw Hill.
  10. Huck, N., Guegan, D. (2007). On the Use of Nearest Neighbors in Finance. Technical report. Department of Economics. Festion et Equipe University. France.
  11. Hwang, C.L., Yoon, K. (1981). Multiple Attribute Decision Making: Methods and Applications. New York: Springer.10.1007/978-3-642-48318-9
  12. Ibanez, K., Guijarro, M., Pajares, G., Valencia, A. (2016). A Computational Approach Inspired by Simulated Annealing to Study the Stability of Protein Interaction Networks in Cancer and Neurological Disorders. Data Mining and Knowledge Discovery, 30, 226-242.10.1007/s10618-015-0410-5
  13. Idvall, P., Jonsson, C. (2008). Algorithmic Trading: Hidden Markov Models on Foreign Exchange Data. Masterthesis. Department of Mathematics, Linkopings Universitet.
  14. Kovalerchuk, B., Vityaev, E. (2000). Data Mining in Finance: Advances in Relational and Hybrid Methods. USA: Kluwer Academic Publishers.
  15. Lai, C.C. (2010). Simulated annealing in multifactor equity portfolio management. Proceedings of the International Multi-Conference of Engineers and Computer Scientists, IMECS 2010, Hong Kong.
  16. Olave, P., Miguel, J.A. (2000). Bootstrap Method in Exchange Rate Forecasting. Technical Report. Spain: University of Zaragoza.
  17. Mingione, F. (2011). Forecasting with Principal Components Analysis: An Application to Financial Stability Indices for Jamaica. Technical Report. Bank of Jamaica. Jamaica.
  18. Miyazaki, K. (2003). Dual Analysis on Hedging VaR of Bond Portfolio using Options. Journal of Operation Research, 4, 448-466.10.15807/jorsj.46.448
  19. Patil, R. (2014). Heart Disease Prediction System Using Naive Bayes and Jelinek-mercer Smoothing. International Journal of Advanced Research in Computer and Communication Engineering 3, 6786-6789.
  20. Robles-Granda, P.D., Belik, I.V. (2010). A Comparison of Machine Learning Classifiers Applied to Financial Datasets. Proceedings of the World Congress on Engineering and Computer Science. WCECS October 20-22, San Francisco, USA.
  21. Sutton, O. (2012). Introduction to k Nearest Neighbor Classification and Condensed Nearest Neighbor Data Reduction. Technical report. UK: University of Leicester.10.1002/wics.1195
  22. Tracey, M. (2009). Principal Component Value at Risk: an Application to the Measurement of the Interest Rate Risk Exposure of Jamaican Banks to Government of Jamaica (GOJ) bonds. Technical reports. Financial Stability Department, Research & Economic Programming Division. Bank of Jamaica.
  23. Winston, W.L. (2010). Operation Research: Applications and algorithms. USA: Cengage Learning India Pvt Ltd.
  24. Zhou, E., Fu, M.C., Marcus, S.I. (2008). A Particle Filtering Framework for Randomized Optimization Algorithm. Proceedings of the 2008 Winter Simulation Conference. USA.10.1109/WSC.2008.4736125
Language: English
Page range: 50 - 61
Submitted on: Jan 5, 2021
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Accepted on: Mar 10, 2021
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Published on: Mar 31, 2021
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2021 Reza Habibi, published by University of Information Technology and Management in Rzeszow
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.