Abstract
A vector optimization problem is studied, whose objective function is a vector of distribution functions depending on a vector of decision variables. Properties of the model are investigated and a scalar representation in terms of the joint distribution function is proposed. Furthermore, assuming to have only empirical estimates of the true distribution functions, we get a sequence of approximate problems and convergence results of the level sets and optimal solution set are proved.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Artzner P., F. Delbaen, J-M. Eber, D. Heath, ”Thinking coherently”, Market Risk, Vol.10, N.11, November 1997
Avriel M., W.E. Diewert, S. Schaible, I. Zang, Generalized Concavity, Plenum Press, New York, 1988
Bawa V.S., ”Safety-first stochastic dominance and optimal portfolio choice”, Journal of Financial and Quantitative Analysis (1978), p.255–271
Billingsley P., Probability and Measure, Wiley Series in Probability and Mathematical Statistics, John Wiley & Sons Inc. 1986
Borovkov A.A., Mathematical Statistics, Gordon and Breach Science Publishers, 1998
Cirelli R., Elementi di Topologia, Cooperativa libraria universitaria del Politec-nico, Milano, 1992
Daykin C.D., T. Pentikäinen, M. Pesonen, Practical Risk Theory for Actuaries, Chapman and Hall, 1994
Embrechts P., C. Klüppelberg, T. Mikosch, Modelling extremal events for insurance and finance, Springer-Verlag, 1997
Embrechts P., A. McNeil, D. Straumann, ”Correlation and dependency in risk management: properties and pitfalls”, Working Paper on Internet, November 1998
Feller W., An Introduction to probability theory and its applications, Vol. I e II, John Wiley & Sons Inc., 1966
Gamba A., F. Rossi, ”A three moment based portfolio selection model”, Rivista di matematica per le scienze economiche e sociali, 21 (1998), p. 25–48
Goovaerts M.J., ”Net stop-loss ordering and related orderings”, in De Vydler F. at al. (eds), Premium calculation in insurance, D. reidel Publishing Company (1984), p.195–234
Goovaerts M.J., F. De Vylder, J. Haezendonck, ”Ordering of risks: a review”, Insurance: Mathematics and Economics 1 (1982), p.131–163
Huang C., R. Litzenberger, Foundations for financial economics, Elsevier Science London, 1988
Kast R., E. Luciano, L. Peccati, ”VaR and optimization”, Working Paper, 1999
Kolmogorov A.N. — S.V. Fomin, Introductory Real Analysis, Dover Publications Inc., New York, 1970.
Luc D.T., Theory of Vector Optimization, Springer Verlag, 1989
Luenberger D.G., Optimization by vector space methods, John Wiley & Sons Inc.
Pedersen C., Satchell S.E., ”An extended family of financial risk measures”; The Geneva Papers on Risk and Insurance Theory, 23 (1998), p.89–117
Prekòpa v, Stochastic Programming, Kluwer Academic Publishers, Dordrecht, 1995
Redaelli G., ”Convergence problems in stochastic programming models with probabilistic constraints”, Rivista di matematica per le scienze economiche e sociali, 21 (1998), p.147–164
Rockafellar R.T., R.J.-B. Wets, Variational Analysis, Springer Verlag, 1998
Rudin W., Principles of Mathematical Analysis, McGraw-Hill International Editions, 1976
G. Salinetti, “Convergence for Measurable Multifunctions: an Application to Stochastic Optimization Problems”, SIAM Review
G. Salinetti, R.J.B. Wets, “On the Relations between two Types of Convergence for Convex Functions”, Journal of Mathematical Analysis and applications, Vol.60, 1977
G. Salinetti, R.J.B. Wets, “On the Convergence of Sequences of Convex Sets in Finite Dimensions”, SIAM Review, Vol.21, N.1, 1979
G. Salinetti, R.J.B. Wets, “Glivenko-Cantelli Type Theorems: an Application of the Convergence Theory of Stochastic Suprema”, Annals of Operations Research Vol.30, 1991
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2001 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Redaelli, G. (2001). Vector Stochastic Optimization Problems. In: Hadjisavvas, N., Martínez-Legaz, J.E., Penot, JP. (eds) Generalized Convexity and Generalized Monotonicity. Lecture Notes in Economics and Mathematical Systems, vol 502. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-56645-5_26
Download citation
DOI: https://doi.org/10.1007/978-3-642-56645-5_26
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-41806-1
Online ISBN: 978-3-642-56645-5
eBook Packages: Springer Book Archive