Abstract
This paper has a two-fold purpose. First, we attempt to outline the development of the turnpike theorems in the last several decades. Second, we study turnpike theorems in finite-horizon two-person zero-sum Markov games on a general Borel state space. Utilising the Bellman (or Shapley) operator defined for this game, we prove stochastic versions of the early turnpike theorem on the set of optimal strategies and the middle turnpike theorem on the distribution of the state space.
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References
Akian M, Gaubert S, Kolokoltsov V (2009) The optimal assignment problem for a countable state space. Contemp Math 495:39–60
Alvarez O, Bardi M (2007) Ergodic problems in differential games. In: Jorgensen S, Quincampoix M, Vincent TL (eds) Advances in dynamic game theory. Ann Int Soc Dyn Games, vol 9. Birkhäuser, Boston, pp 131–152
Alvarez O, Bardi M (2010) Ergodic ergodicity, stabilization, and singular perturbations of Bellman-Isaacs equations. Memoirs American math soc, 77 pages
Araujo A, Scheinkman JA (1977) Smoothness, comparative dynamics, and the turnpike property. Econometrica 45(3):601–620
Arkin VI, Evstigneev IV (1987) Stochastic models of control and economic dynamics (economic theory, econometrics, and mathematical economics). Academic Press, San Diego
Atsumi H (1965) Neoclassical growth and the efficient program of capital accumulation. Rev Econ Stud 32(2):127–136
Bardi M (2009) On differential games with long-time-average cost. Ann Int Soc Dyn Games 10(1):1–16
Bewley TF (1982) An integration of equilibrium theory and turnpike theory. J Math Econ 20:233–267
Bewley TF (2007) General equilibrium, overlapping generations models and optimal growth theory. Harvard University Press, Cambridge
Blot J, Crettez B (2007) On the smoothness of optimal paths II: some local turnpike results. Dec Econ Financ 30:137–150
Brock WA, Mirman LJ (1972) Optimal economic growth and uncertainty: the discounted case. J Econ Theory 4:479–513
Brock WA, Mirman LJ (1973) Optimal economic growth and uncertainty: the no discounting case. Int Econ Rev 14(3):560–573
Brock WA, Majumdar M (1978) Global asymptotic stability results for multisector models of optimal growth under uncertainty when future utilities are discounted. J Econ Theory 18:225–243
Carlson DA (1990) The existence of catching-up optimal solutions for a class of infinite horizon optimal control problems with time delay. SIAM J Control Optim 28:402–422
Carlson DA, Haurie A, Jabrane A (1987) Existence of overtaking solutions to infinite dimensional control problems on unbounded time intervals. SIAM J Control Optim 25:1517–1541
Carlson DA, Haurie AB (1996) A turnpike theory for infinite horizon open-loop differential games with decoupled controls. SIAM J Control Optim 34(4):1405–1419
Cass D (1966) Optimum growth in an aggregative model of capital accumulation: a Turnpike theorem. Econometrica 34(4):833–850
Chang FR (1982) A note on the stochastic value loss assumption. J Econ Theory 26:164–170
Coles JL (1985) Equilibrium turnpike theory with constant returns to scale and possibly heterogeneous discount factors. Int Econ Rev 26(3):671–679
Cox JC, Huang C-F (1992) A continuous-time portfolio turnpike theorem. J Econ Dyn Control 16:491–507
Dana RA (1974) Evaluation of development programs in a stationary stochastic economy with bounded primary resources. In: Proceedings of the Warsaw symposium on mathematical methods in economics. North-Holland, Amsterdam, pp 179–205
Dasgupta S, Mckenzie KW (1985) A note on comparative dynamics of stationary states. Econ Lett 18:333–338
Denardo EV, Rothblum UG (2006) A turnpike theorem for a risk-sensitive Markov decision process with stopping. SIAM J Control Optim 45(2):414–431
Dorfman R, Samuelson P, Solow R (1958) Linear programming and economic analysis. McGraw-Hill, New York
Dybvig PH, Rogers LCG, Back K (1999) Portfolio Turnpikes. Rev Financ Stud 12(1):165–195
Escobedo-Trujillo B, López-Barrientos D, Hernández-Lerma O (2012) Bias and overtaking equilibria for zero-sum stochastic differential games. J Optim Theory Appl 153:662–687
Evstigneev IV (1974) Optimal stochastic programs and their stimulating prices. In: Los J, Los MW (eds) Mathematical models in economics. North-Holland, Amsterdam, pp 219–252
Evstigneev IV (1976) Turnpike theorems in probabilistic models of economic dynamics. Mat Zametki 19(2):165–171 (translated from Mat. Z. 19(2), 279–290 (1976))
Fershtman C, Kamien MI (1990) Turnpike properties in a finite horizon differential game: dynamic duopoly with sticky prices. Int Econ Rev 31(1):49–60
Feinstein CD, Oren SS (1985) A “funnel” turnpike theorem for optimal growth problems with discounting. J Econ Dyn Control 9:25–39
Fleming W, Sethi SP, Soner HM (1987) An optimal stochastic production planning problem with randomly fluctuating demand. SIAM J Control Optim 25:1494–1502
Föllmer H, Majumdar M (1978) On the asymptotic behaviour of stochastic economic processes. J Math Econ 5:275–287
Gale D (1967) On optimal development in a multi-sector economy. Rev Econ Stud 34:1–18
Guo X, Hernández-Lerma O (2005) Zero-sum continuous-time Markov games with unbounded transition and discounted payoff rates. Bernoulli 11:1009–1029
Hankansson N (1974) Convergence to isoelastic utility and policy in multiperiod portfolio choice. J Financ Econ 1:201–224
Haurie A (1976) Optimal control on an infinite time horizon: the turnpike approach. J Math Econ 3(1):81–102
Haurie A, Delft CV (1991) Turnpike properties for a class of piecewise deterministic systems arising in manufacturing flow control. Ann Oper Res 29:351–374
Hernandez-Lerma O, Lasserre JB (2001) Zero-sum stochastic games in Borel spaces: average Payoff criteria. SIAM J Control Optim 39:1520–1539
Holzbaur UD (1986) Fixed point theorems for discounted finite Markov decision processes. J Math Anal Appl 116(2):594–597
Huang MY, Malhame RP, Caines PE (2006) Large population stochastic dynamic games: closed-loop Mckean–Vlasov systems and the Nash certainty equivalence principle. Commun Inf Syst 6(3):221–251
Huang CFu Zariphopoulou T (1999) Turnpike behaviour of long-term investments. Finance Stoch 3:15–34
Huberman G, Ross S (1983) Portfolio turnpike theorems, risk aversion and regularly varying functions. Econometrica 51:1345–1361
Jaśkiewicz A (2002) Zero-sum semi-Markov games. SIAM J Control Optim 41:723–739
Jaśkiewicz A (2009) Zero-sum ergodic semi-Markov games with weakly continuous transition probabilities. J Optim Theory Appl 141:321–347
Jaśkiewicz A, Nowak AS (2006) Zero-sum ergodic stochastic games with feller transition probabilities. SIAM J Control Optim 45:773–789
Joshi S (1997) Turnpike theorems in nonconvex nonstationary environments. Int Econ Rev 38(1):225–248
Joshi S (2003) The stochastic turnpike property without uniformity in convex aggregate growth models. J Econ Dyn Control 27:1289–1315
Khan MA, Piazza A (2011) An overview of turnpike theory: towards the discounted deterministic case. Adv Math Econ 14:39–67
Kolokoltsov VN (1989) Turnpikes and infinite extremals in Markov decision processes. Mat Zametki 46(4):118–120 (in Russian)
Kolokoltsov VN (1992) On linear, additive, and homogeneous operators. In: Maslov VP, Samborski SN (eds) Idempotent analysis. Advances in soviet mathematics, vol 13, pp 87–101
Kolokoltsov VN, Malafeyev OA (2010) Understanding game theory: introduction to the analysis of many agent systems of competition and cooperation. World Scientific, Singapore
Kolokoltsov VN (2010) Nonlinear Markov processes and kinetic equations. Cambridge University Press, Cambridge
Kolokoltsov VN (2012) Nonlinear Markov games on a finite state space (mean-field and binary interactions). Int J Stat Probab 1(1):77–91. http://www.ccsenet.org/journal/index.php/ijsp/article/view/16682
Kolokoltsov VN, Li J, Yang W (2012) Mean field games and nonlinear Markov processes. arXiv:1112.3744v2
Küenle HU (2007) On Markov games with average reward criterion and weakly continuous transition probabilities. SIAM J Control Optim 45:2156–2168
Leland H (1972) On turnpike portfolios. In: Szego G, Shell K (eds) Mathematical methods in investment and finance. North-Holland, Amsterdam
Guerrero-Luchtenberg, LC (2000) A uniform neighborhood turnpike theorem and applications. J Nath Econ 34(3):329–357
Le Van C, Morhaim L (2006) On optimal growth models when the discount factor is near 1 or equal to 1. Int J Econ Theory 2(1):55–76
Maitra A, Sudderth W (1993) Borel stochastic games with limsup payoffs. Ann Probab 21:861–885
Majumdar M, Mitra T (1982) Intertemporal allocation with a non-convex technology: the aggregative framework. J Econ Theory 27:101–136
Majumdar M, Nermuth (1982) Dynamic optimisation in non-convex models with irreversible investment: monotonicity and Turnpike theorems. J Econ 42:339–362
Majumdar M, Zilcha I (1987) Optimal growth in a stochastic environment: some sensitivity and turnpike results. J Econ Theory 43:116–133
Makarov VL, Rubinov AM (1973) Mathematical theory of economic dynamics and equilibria. Nauka, Moscow (english transl.: Springer, New York)
Mamedov MA (2009) Asymptotical stability of optimal paths in nonconvex problems. In: Pearce C, Hunt E (eds) Optimization: structure and applications. Optimization and its applications, vol 32. Springer, Berlin, pp 95–134
Mamedov MA (2003) A turnpike theorem for continuous-time control systems when the optimal stationary point is not unique. Abstr Appl Anal 11:631–650
Mamedov MA, Pehlivan S (2001) Statistical cluster points and Turnpike theorem in nonconvex problems. J Math Anal Appl 256:686–693
Marena M, Montrucchio L (1999) Neighborhood turnpike theorem for continuous time optimization models. J Optim Theory Appl 101:651–676
McKenzie LW (1963) The turnpike theorem of Morishima. Rev Econ Stud 30:169–176
McKenzie LW (1976) Turnpike theory. Econometrica 44(5):841–865
McKenzie LW (1977) A new route to the turnpike. In: Henn R, Moeachlin O (eds) Mathematical economics and games theory. Springer, New York
Mckenzie LW (1979) Optimal economic growth and turnpike theorems. Discussion paper 79-1, University of Rochester
McKenzie LW (1986) Optimal economic growth, and turnpike theorems and comparative dynamics. In: Handbook of mathematical economics, vol 3, pp 1281–1355
McKenzie LW (1998) Turnpikes. Am Econ Rev 88(2):1–14. Papers and proceedings of the hundred and tenth annual meeting of the American economic association
Mirman LJ, Zilcha I (1975) On optimal growth under uncertainty. J Econ Theory 11:329–339
Mirman LJ, Zilcha I (1977) Characterizing optimal policies in a one-sector model of economic growth under uncertainty. J Econ Theory 14:389–401
Montrucchio L (1995) A turnpike theorem for continuous-time optimal-control models. J Econ Dyn Control 19:599–619
Montrucchio L (1995) A new turnpike theorem for discounted programs. Econ Theory 5:371–382
Morishima M (1961) Proof of a turnpike theorem: the no joint production case. Rev Econ Stud 28:89–97
Mossin J (1968) Optimal multiperiod policies. J Bus 31:215–229
Nowak AS (1999) Sensitivity equilibrium for ergodic stochastic games with countable state space. Math Methods Oper Res 50:65–76
Nowak AS (2008) Equilibrium in a dynamic game of capital accumulation with the overtaking criterion. Econ Lett 99:233–237
Park H (2000) Global asymptotic stability of a competitive equilibrium with recursive preferences. Econ Theory 15(3):565–584
Pehlivan S, Mamedov MA (2000) Statistical cluster points and turnpike. Optimization 48(1):91–106
Radner R (1961) Paths of economic growth that are optimal with regard only to final states. Rev Econ Stud 28:98–104
Rapaport A, Cartigny P (2004) Turnpike theorems by a value function approach. In: ESAIM: control, optimisation and calculus of variations, vol 10, pp 123–141
Samuelson PA, Solow RM (1956) A complete capital model involving heterogeneous capital goods. Q J Econ 27:537–562
Scheinkman J (1976) On optimal steady states of n-sector growth models when utility is discounted. J Econ Theory 12:11–30
Shapiro JF (1968) Turnpike planning horizon for a Markov decision model. Manag Sci 14:292–300
Sorin S (2005) New approaches and recent advances in two-person zero-sum repeated games. In: Nowak AS, Szajowski K (eds) Advances in dynamic games, pp 67–94
Takashi K, Roy S (2006) Dynamic optimization with a non smooth, nonconvex technology: the case of a linear objective function. Econ Theory 29:325–340
Vega-Amaya O (2003) Zero-sum semi-Markov games. Fixed-point solutions of the Shapley equation. SIAM J Control Optim 42:1876–1894
Veinott AF (1966) On finding optimal policies in discrete dynamic programming with no discounting. Ann Math Stat 37:1284–1294
Yakovenko SYu Kontorer LA (1992) Nonlinear semigroups and infinite horizon optimization. In: Maslov VP, Samborski SN (eds) Idempotent analysis. Advances in Soviet Mathematics, vol 13, pp 167–210
Yano M (1984) Competitive equilibria on turnpikes in a McKenzie economy, I: A neighborhood turnpike theorem. Int Econ Rev 25(3):695–717
Zaslavski AJ (1995) Optimal programs on infinite horizon 1. SIAM J Control Optim 33:1643–1660
Zaslavski AJ (1995) Optimal programs on infinite horizon 2. SIAM J Control Optim 33:1661–1686
Zaslavski AJ (1999) The turnpike property for dynamic discrete time zero-sum games. Abstr Appl Anal 4(1):21–48
Zaslavski AJ (1998) Turnpike theorem for convex infinite dimensional. J Convex Anal 5(2):237–248
Zaslavski AJ (2004) Turnpike theorem for a class of discrete time optimal control problem. Fixed Point Theory Appl 5:175–182
Zaslavski AJ (2006) Turnpike properties in the calculus of variations and optimal control. Springer, New York
Zaslavski AJ (2009) Two turnpike results for a discrete-time optimal control system. Nonlinear Anal 71:902–909
Acknowledgements
Supported by the AFOSR grant FA9550-09-1-0664 ‘Nonlinear Markov control processes and games’. The authors would like to thank the anonymous referee for helpful comments and suggestions.
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Kolokoltsov, V., Yang, W. Turnpike Theorems for Markov Games. Dyn Games Appl 2, 294–312 (2012). https://doi.org/10.1007/s13235-012-0047-6
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DOI: https://doi.org/10.1007/s13235-012-0047-6