Vladimir
NORKIN’s research
Research directions:
One more group of results concerns methods for
searching economic equilibrium. We develop two approaches, the reduction of the
equilibrium problem to a sequence of optimization problem (Norkin, Ermoliev and
Fischer (1997)) and decomposition of a general equilibrium problem by means of stochastic quasi-gradient method
(Ermoliev, Norkin and Keyzer (2000)).
It is shown that under certain
conditions (fixed consumer budgets and etc., see Norkin (1999)) general
equilibrium model is reduced to convex (joint/aggregate utility) optimization
problem and thus can be effectively solved. General case is reduced to
iterative application of utility aggregation and optimization. It was
discovered that convergence of this method for searching economic equilibrium
is closely related to the ergodicity of certain Markov chains.
The second approach consists in
randomization of a classical Walrasian tâtonement process such that price
adaptation is made not in the direction aggregate excess demand but in a random
direction reflecting excess demand of a small number randomly sampled market
agents. Some sufficient convergence conditions and rate of convergence to
equilibrium are established.
Paper by Ermoliev , Norkin and
Keyzer (2001) develops a practical modeling framework for land use planning and
presents the associated stochastic algorithms for numerical implementation. We
focus on the case in which transfers among social group adjust to support
social welfare optimization. It appears that
the problem becomes more tractable if it is treated as the minimization of a
dual welfare function, that solely depends on prices but is evaluated after
integration over space. Next, we allow for (nonrival) demand that
simultaneoulsy benefits several agents, in order to represent general
informational infrastructure as well as investments with uncertain outcomes.
This leads to a minimax problem, with a dual welfare function to be minimized
with respect to prices and maximized with respect to nonrival demand.
Selected references
Norkin V.I., Ermoliev
Y.M. and Fischer G. (1997). On convergence of one method for searching economic
equilibrium, Kibernetika i sistemnyi
analiz, 1997, N 6 (In Russian, English translation in Cybernetics and Systems Analysis,
see also IIASA
Working Paper WP-96-118).
Norkin V.I. (1999). On a possibility to
reduce a general equilibrium model to optimization problems, Kibernetika i sistemnyi analiz (in Russian,
English translation in Cybernetics and Systems Analysis),
1999, N 5, 75-86.
Ermoliev Yu., Norkin
and Keyzer M.A. (2000). Global convergence of the stochastic tatonement process, J.of Mathematical Economics, 2000, V.34, P.173-190.
Ermoliev Yu., Norkin and Keyzer M.A.
(2001). General
equilibrium and welfare modeling in spatial continuum: a practical framework
for land use planning (Abstract), Interim
Report IR-01-033, Int. Inst. for Appl. Syst. Anal., August 2001, 28p.