Statistical and Probabilistic Methods in the Game Theory
A special issue of Mathematics (ISSN 2227-7390). This special issue belongs to the section "Engineering Mathematics".
Deadline for manuscript submissions: closed (30 June 2021) | Viewed by 17766
Special Issue Editor
Interests: mathematics; applied probability; statistics; computer science
Special Issues, Collections and Topics in MDPI journals
Special Issue Information
The purpose of this Special Issue is to highlight the importance of combining probabilistic modeling methods in connection with game theory. When trying to rationally deal with issues in technology, biology, and economics, the states of nature that are difficult to predict, as well as emotions and other determinants of decision-makers, are key. Usually, it is possible to strictly determine the rational behavior under known conditions, but proper consideration of uncertainty is constantly under investigation. We want to present research in this direction in this volume. The subject is included, among others, in monographs such as [1–3]. The calibration of stochastic models should be made by statistical methods (see, e.g., [4])
The theme of this issue is devoted to game-theoretic modeling in a wide range of fields. Different optimality or rationality principles are presented. The problems of stable cooperation and myopic behavior in multi-agent systems will be investigated. Among others, the optimal location and allocation of the resource on the plane and related to its optimal routing in networking are considered.
Game-theoretic models of systems related to the IT market, in particular, mobile operators, cloud, high-performance, and distributed computing, the Internet of things market will be discussed. Competitive situations and various forms of coordination and cooperation will be considered. A comparison of the costs of the system in all these cases will be made, which will make suggestions for changing the design of the organization of the systems.
A new formulation for differential games will be suggested. Studies of game-theoretic models with asymmetric participants and vector payments will be discussed, and concepts of solutions in dynamic games of this type will be proposed. Linear-quadratic dynamic games related to the problem of resource allocation, allowing the construction of potential, will be investigated. In some models, we suppose that the players leave the game at random time instants Ti with known probability distribution Fi, which can be different for different players. The example of differential games with an environment context is represented. The Nash equilibrium is calculated under some circumstances.
Further research on an optimal stopping problem for point processes will be presented. The illustrated examples are extensions of various online auctions and research on the "debugging problem". The typical process of software testing consists of checking subroutines. In the beginning, many kinds of bugs are searching. The consecutive stopping times are moments when the expert stops general testing of modules and starts checking the most important, dangerous types of error. Similarly, in proofreading, it is natural to look at typographic and grammar errors at the same time. Next, we are looking for language mistakes.
Details of other models will be subject to contributed papers.
References
- Carmona, R. and Delarue, F. Probabilistic theory of mean field games with applications. II, volume 84 of Probability Theory and Stochastic Modelling. Springer, Cham, 2018.
- Bruss, F.T. and Cam, L.L. Game theory, optimal stopping, probability and statistics, volume 35 of Institute of Mathematical Statistics Lecture Notes—Monograph Series. Institute of Mathematical Statistics, Beachwood, OH, 2000. Papers in honor of Thomas S. Ferguson
- Aumann, R.J. and Hart, S. Handbook of game theory with economic applications. II, volume 11 of Handbooks in Economics. North-Holland Publishing Co., Amsterdam, 1994.
- Ferguson, T.S.; Shapley, L.S.; MacQueen, J.B. Statistics, probability and game theory, volume 30 of Institute of Mathematical Statistics Lecture Notes—Monograph Series. Institute of Mathematical Statistics, Hayward, CA, 1996. Papers in Honor of David Blackwell.
Prof. Krzysztof J. Szajowski
Guest Editor
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