Learning in Games, Evolutionary Game Theory, Welfare Economics
Home Faculty and Research Christoph Kuzmics
Christoph Kuzmics
MANAGERIAL ECONOMICS & DECISION SCIENCES
Assistant Professor of Managerial Economics and Decision Sciences
Christoph Kuzmics is Assistant Professor of Managerial Economics and Decision Sciences at Kellogg School of Management, Northwestern University, since September 2003. Prior to joining Kellogg School of Management he completed his PhD in Economics at the University of Cambridge, UK, after finishing masters degrees in Mathematics and Finance in Austria. His research interests include game theory, decision theory, and economic models of asset pricing. Professor Kuzmics is currently working on how recommendations as well as predictions of how people (should) behave in situations of strategic interaction depend on the context the situation presents itself in, and what role learning or the absence thereof plays in the determination of the appropriate recommendations and predictions. He also works on assessing the impact of investor heterogeneity on equilibrium asset prices.
Area of Expertise
Game Theory
Education
PhD, 2004, Economics, University of Cambridge, UKMPhil, 2000, Economics, University of Cambridge, UKMS, 1998, Quantitative Finance, Institute Of Advanced Studies, Vienna, AustriaMS, 1997, Mathematics, Technical University, Graz, Austria
Academic Positions
Assistant Professor of Managerial Economics and Decision Sciences, Kellogg School of Management, Northwestern University, 2004-presentResearch Interests
Articles
Herold, Florian and Christoph Kuzmics. Forthcoming. Evolutionary stability of discrimination under observability. Games and Economic Behavior.
We study the evolution of preferences under perfect and almost perfect observability in symmetric 2-player games. We demonstrate that if nature can choose from a sufficiently general preference space, i.e. preferences over outcomes that may depend on the opponent's preference-type, then, in most games, only discriminating preferences (treating different types of opponents differently in the same situation) can be evolutionary stable and some discriminating types are stable in a very strong sense in all games. We use these discriminating types to show that any symmetric outcome which gives players more than their minmax value in material payoffs (fitness) can be seen as equilibrium play of a player population with such strongly stable preferences.
We study the evolution of preferences under perfect and almost perfect observability in symmetric 2-player games. We demonstrate that if nature can choose from a sufficiently general preference space, i.e. preferences over outcomes that may depend on the opponent's preference-type, then, in most games, only discriminating preferences (treating different types of opponents differently in the same situation) can be evolutionary stable and some discriminating types are stable in a very strong sense in all games. We use these discriminating types to show that any symmetric outcome which gives players more than their minmax value in material payoffs (fitness) can be seen as equilibrium play of a player population with such strongly stable preferences.
Hara, Chiaki, James Huang and Christoph Kuzmics. 2007. Representative Consumer's Risk Aversion and Efficient Risk-sharing Rules. Journal of Economic Theory. 137(1): 652-672.
We study the representative consumer's risk attitude and efficient risk-sharing rules in a single-period, single-good economy in which consumers have homogeneous probabilistic beliefs but heterogeneous risk attitudes. We prove that if all consumers have convex absolute risk tolerance, so must the representative consumer. We also identify a relationship between the curvature of an individual consumer's individual risk sharing rule and his absolute cautiousness, the first derivative of absolute risk-tolerance. Furthermore, we discuss some consequences of these results and refinements of these results for the class of HARA utility functions.
We study the representative consumer's risk attitude and efficient risk-sharing rules in a single-period, single-good economy in which consumers have homogeneous probabilistic beliefs but heterogeneous risk attitudes. We prove that if all consumers have convex absolute risk tolerance, so must the representative consumer. We also identify a relationship between the curvature of an individual consumer's individual risk sharing rule and his absolute cautiousness, the first derivative of absolute risk-tolerance. Furthermore, we discuss some consequences of these results and refinements of these results for the class of HARA utility functions.
Kuzmics, Christoph. 2004. Stochastic evolutionary stability in extensive form games of perfect information. Games and Economic Behavior. 48(2): 321-336.
Nöldeke and Samuelson (1993) investigate a stochastic evolutionary model for extensive form games and show that even for games of perfect information with a unique subgame perfect equilibrium, non-subgame perfect equilibrium-strategies may well survive in the long run even when mutation rates tend to zero. In a different model of evolution in the agent normal form of these games Hart (2002) shows that under suitable limit-taking, where small mutation rates are accompanied by large population sizes in a particular way, the unique prediction is again the subgame perfect equilibrium. This paper provides a proof of a similar result for the model of Nöldeke and Samuelson (1993).
Nöldeke and Samuelson (1993) investigate a stochastic evolutionary model for extensive form games and show that even for games of perfect information with a unique subgame perfect equilibrium, non-subgame perfect equilibrium-strategies may well survive in the long run even when mutation rates tend to zero. In a different model of evolution in the agent normal form of these games Hart (2002) shows that under suitable limit-taking, where small mutation rates are accompanied by large population sizes in a particular way, the unique prediction is again the subgame perfect equilibrium. This paper provides a proof of a similar result for the model of Nöldeke and Samuelson (1993).
Fortin, Ines and Christoph Kuzmics. 2002. Tail-dependence in stock-return pairs. International Journal of Intelligent Systems in Accounting, Finance & Management. 11(2): 89-107.
The empirical joint distribution of return pairs on stock indices displays high tail-dependence in the lower tail and low tail-dependence in the upper tail. The presence of tail-dependence is not compatible with the assumption of (conditional) joint normality. The presence of asymmetric tail-dependence is not compatible with the assumption of a joint student-t distribution. A general test for one dependence structure versus another via the profile likelihood is described and employed in a bivariate GARCH model, where the joint distribution of the disturbances is split into its marginals and its copula. The copula used in the paper is such that it allows for the existence of lower tail-dependence and for asymmetric tail-dependence, and is such that it encompasses the normal or t-copula, depending on the benchmark tested. The model is estimated using bivariate data on a set of European stock indices. We find that the assumption of normal or student-t dependence is easily rejected in favour of an asymmetrically tail-dependent distribution.
The empirical joint distribution of return pairs on stock indices displays high tail-dependence in the lower tail and low tail-dependence in the upper tail. The presence of tail-dependence is not compatible with the assumption of (conditional) joint normality. The presence of asymmetric tail-dependence is not compatible with the assumption of a joint student-t distribution. A general test for one dependence structure versus another via the profile likelihood is described and employed in a bivariate GARCH model, where the joint distribution of the disturbances is split into its marginals and its copula. The copula used in the paper is such that it allows for the existence of lower tail-dependence and for asymmetric tail-dependence, and is such that it encompasses the normal or t-copula, depending on the benchmark tested. The model is estimated using bivariate data on a set of European stock indices. We find that the assumption of normal or student-t dependence is easily rejected in favour of an asymmetrically tail-dependent distribution.
Fortin, Ines and Christoph Kuzmics. 2000. Optimal Window-Width Choice in Spectral Density Estimation: Review and Simulation. Journal of Statistical Computation and Simulation. 67(2): 109-131.
This paper deals with optimal window width choice in non-parametric lag or spectral window estimation of the spectral density of a stationary zero-mean process. Several approaches are reviewed: cross-validation-based methods as described by Hurvich (1985), Beltrão& Bloomfield (1987) and Hurvich & Beltrão (1990); an iterative procedure developed by Bühlmann (1996); and a bootstrap approach followed by Franke & Härdle (1992). These methods are compared in terms of the mean square error, the mean square percentage error, and a third measure of the distance between the true spectral density and its estimate. The comparison is based on a simulation study, the simulated processes being in the class of ARMA(5,5) processes. On the basis of simulation evidence we suggest to use a slightly modified version of Bühlmann's (1996) iterative method. This paper also makes a minor correction of the bootstrap criterion by Franke & Härdle (1992).
This paper deals with optimal window width choice in non-parametric lag or spectral window estimation of the spectral density of a stationary zero-mean process. Several approaches are reviewed: cross-validation-based methods as described by Hurvich (1985), Beltrão& Bloomfield (1987) and Hurvich & Beltrão (1990); an iterative procedure developed by Bühlmann (1996); and a bootstrap approach followed by Franke & Härdle (1992). These methods are compared in terms of the mean square error, the mean square percentage error, and a third measure of the distance between the true spectral density and its estimate. The comparison is based on a simulation study, the simulated processes being in the class of ARMA(5,5) processes. On the basis of simulation evidence we suggest to use a slightly modified version of Bühlmann's (1996) iterative method. This paper also makes a minor correction of the bootstrap criterion by Franke & Härdle (1992).
Working Papers
Gossner, Olivier and Christoph Kuzmics. 2008. Evolutionary foundations of rational choice.
We study the potential evolutionary appeal of rationality in a model in which different populations differ with respect to their experimentation over new rules of behavior. We find that experimentation over the set of (strictly) rational rules dominates any other form of experimentation. This evolutionary advantage of strict rationality, furthermore, is substantial when learning takes place over a limited amount of time, or when the environment is stochastically changing.
We study the potential evolutionary appeal of rationality in a model in which different populations differ with respect to their experimentation over new rules of behavior. We find that experimentation over the set of (strictly) rational rules dominates any other form of experimentation. This evolutionary advantage of strict rationality, furthermore, is substantial when learning takes place over a limited amount of time, or when the environment is stochastically changing.
Alos-Ferrer, Carlos and Christoph Kuzmics. 2008. Hidden symmetries and focal points.
We provide a general formal framework to define and analyze the concepts of focal points and frames for normal form games. The information provided by a frame is captured by a symmetry structure which is consistent with the payoff structure of the game. The set of alternative symmetry structures has itself a clear structure (a lattice). Focal points are strategy profiles which respect the symmetry structure and are chosen according to some meta-norm, which is not particular to the framed game at hand. The definition of a symmetry structure is given in steps of increasing complexity allowing us to precisely explain differences between existing definitions.
We provide a general formal framework to define and analyze the concepts of focal points and frames for normal form games. The information provided by a frame is captured by a symmetry structure which is consistent with the payoff structure of the game. The set of alternative symmetry structures has itself a clear structure (a lattice). Focal points are strategy profiles which respect the symmetry structure and are chosen according to some meta-norm, which is not particular to the framed game at hand. The definition of a symmetry structure is given in steps of increasing complexity allowing us to precisely explain differences between existing definitions.
Balkenborg, Dieter, Josef Hofbauer and Christoph Kuzmics. 2008. Refined Best-Response Correspondence and Dynamics.
We characterize the smallest faces of the polyhedron of strategy profiles that could possibly be made asymptotically stable under some reasonable deterministic dynamics. These faces are Kalai and Samet's (1984) persistent retracts and are spanned by Basu and Weibull's (1991) CURB sets based on a natural (and, in a well-defined sense, minimal) refinement of the best-reply correspondence. We show that such a correspondence satisfying basic properties such as existence, upper hemi-continuity, and convex-valuedness exists and is unique in most games. We introduce a notion of rationalizability based on this correspondence and its relation to other such concepts. We study its fixed-points and their relations to equilibrium refinements. We find, for instance, that a fixed point of the refined best reply correspondence in the agent normal form of any extensive form game constitutes a perfect Bayesian equilibrium, which is weak perfect Bayesian in every subgame. Finally, we study the index of its fixed point components.
We characterize the smallest faces of the polyhedron of strategy profiles that could possibly be made asymptotically stable under some reasonable deterministic dynamics. These faces are Kalai and Samet's (1984) persistent retracts and are spanned by Basu and Weibull's (1991) CURB sets based on a natural (and, in a well-defined sense, minimal) refinement of the best-reply correspondence. We show that such a correspondence satisfying basic properties such as existence, upper hemi-continuity, and convex-valuedness exists and is unique in most games. We introduce a notion of rationalizability based on this correspondence and its relation to other such concepts. We study its fixed-points and their relations to equilibrium refinements. We find, for instance, that a fixed point of the refined best reply correspondence in the agent normal form of any extensive form game constitutes a perfect Bayesian equilibrium, which is weak perfect Bayesian in every subgame. Finally, we study the index of its fixed point components.
Hara, Chiaki, James Huang and Christoph Kuzmics. 2008. Effects of background risks on cautiousness with an application to a portfolio choice problem.
In an exchange economy in which there is a complete set of markets for macroeconomic risks but no market for idiosyncratic risks, we consider how the efficient risk-sharing rules for the macroeconomic risk are affected by the heterogeneity in the consumers' risk attitudes and idiosyncratic risks. We provide sufficient conditions under which an idiosyncratic risk increases cautiousness (the derivative of the reciprocal of the absolute risk aversion), the determinant of the curvatures of the efficient risk-sharing rules. While the curvature of the risk-sharing rules at high consumption levels are governed by the consumers' risk attitudes, the curvature at low consumption levels depend not only on the risk attitudes but also on the lower tail distributions of the idiosyncratic risks.
In an exchange economy in which there is a complete set of markets for macroeconomic risks but no market for idiosyncratic risks, we consider how the efficient risk-sharing rules for the macroeconomic risk are affected by the heterogeneity in the consumers' risk attitudes and idiosyncratic risks. We provide sufficient conditions under which an idiosyncratic risk increases cautiousness (the derivative of the reciprocal of the absolute risk aversion), the determinant of the curvatures of the efficient risk-sharing rules. While the curvature of the risk-sharing rules at high consumption levels are governed by the consumers' risk attitudes, the curvature at low consumption levels depend not only on the risk attitudes but also on the lower tail distributions of the idiosyncratic risks.
Kuzmics, Christoph. 2007. On the Elimination of Dominated Strategies in Stochastic Models of Evolution with Large Populations.
This paper analyzes a stochastic best reply evolutionary model with inertia in normal form games. The long-run behavior of individuals in this model is investigated in the limit where experimentation rates tend to zero, while the expected number of experimenters, and hence also population sizes, tend to infinity. Conditions on the learning-rate which are necessary and sufficient for the evolutionary elimination of weakly dominated strategies are found. The key determinant is found to be the sensitivity of the learning-rate to small payoff differences.
This paper analyzes a stochastic best reply evolutionary model with inertia in normal form games. The long-run behavior of individuals in this model is investigated in the limit where experimentation rates tend to zero, while the expected number of experimenters, and hence also population sizes, tend to infinity. Conditions on the learning-rate which are necessary and sufficient for the evolutionary elimination of weakly dominated strategies are found. The key determinant is found to be the sensitivity of the learning-rate to small payoff differences.
Kuzmics, Christoph and Carlos Rodriguez-Sickert. 2006. The Evolution of Moral Codes of Behavior.
Within a standard stochastic evolutionary framework, we study the evolution of morality, both at the level of behavior and at the level of codes of behavior. These moral codes involve sanctioning deviant agents. We provide conditions under which the presence of inter- roup conflict allows the emergence of moral codes which improve social efficiency. The result depends on both the efficacy of the available sanctioning technology and on the ratio of the number of societies and the number of members which societies are composed of. We also consider the possibility that a moral code involves rewards rather than sanctions. We show that, in contrast with sanctioning moral codes, no system of rewards will evolve and therefore social efficiency cannot be improved via this mechanism.
Within a standard stochastic evolutionary framework, we study the evolution of morality, both at the level of behavior and at the level of codes of behavior. These moral codes involve sanctioning deviant agents. We provide conditions under which the presence of inter- roup conflict allows the emergence of moral codes which improve social efficiency. The result depends on both the efficacy of the available sanctioning technology and on the ratio of the number of societies and the number of members which societies are composed of. We also consider the possibility that a moral code involves rewards rather than sanctions. We show that, in contrast with sanctioning moral codes, no system of rewards will evolve and therefore social efficiency cannot be improved via this mechanism.
Kuzmics, Christoph. 2003. Individual and Group Selection in Symmetric 2-Player Games.
A population of individuals is divided into groups. Individuals are recurrently randomly matched with individuals from their group to play a generic symmetric 2-player game. Deterministic inter- and intra-group dynamics are derived from a model of individual imitation within groups and individual migration between groups. Conditions are identified under which subsets (components) of the set of stationary states are (interior) asymptotically stable. The results are then applied to generic coordination games and the prisoners' dilemma. The unique asymptotically stable set of stationary states in coordination games is such that every individual in non-extinct groups plays the Pareto-optimal equilibrium. In the multi-group prisoners' dilemma there is no asymptotically stable subset of the set of stationary states.
A population of individuals is divided into groups. Individuals are recurrently randomly matched with individuals from their group to play a generic symmetric 2-player game. Deterministic inter- and intra-group dynamics are derived from a model of individual imitation within groups and individual migration between groups. Conditions are identified under which subsets (components) of the set of stationary states are (interior) asymptotically stable. The results are then applied to generic coordination games and the prisoners' dilemma. The unique asymptotically stable set of stationary states in coordination games is such that every individual in non-extinct groups plays the Pareto-optimal equilibrium. In the multi-group prisoners' dilemma there is no asymptotically stable subset of the set of stationary states.
Teaching Interests
Statistics, Game TheoryFull-Time / Part-Time MBA
Statistical Methods For Management Decisions (DECS-434-0)This course counts toward the following majors: Decision Sciences.
This sequel to DECS-433 extends the statistical techniques learned in that course to allow for the exploration of relationships between variables. Topics include one- and two-population hypothesis testing, correlation, simple and multiple regression analysis, and qualitative variables. The course also covers applications of the material and a number of case studies. Extensive use of spreadsheet statistical analysis software is required.
Doctoral
Foundations of Managerial Economics I: Game Theory (MECS-460-3)This course covers conflict and cooperation among rational decision makers in economic, political and social systems. Topics include games in extensive, normal and characteristic function forms; Nash equilibrium and refinements; Bayesian games; infinitely repeated games; stochastic games; Nash bargaining solution; and cooperative games. The course is self-contained but closely coordinated with ECON-410-3. Prerequisite: Knowledge of probability theory and elementary linear algebra; simultaneous enrollment in ECON-410-3 or permission of the instructor.
CONTACT INFO:
PHONE: 847-491-2978
FAX: 847-467-1220
PHONE: 847-491-2978
FAX: 847-467-1220
OFFICE:
Jacobs Center Room 562
Jacobs Center Room 562