Friday, December 6, 2013

nflx01 assuming that object utility decays with the number of users sharing it, energetically most favorable states but are either allowed

We propose crowd-avoiding recommendation which addresses

this issue by imposing a strict occupancy constraint

on individual objects or by assuming that object

utility decays with the number of users sharing it. Our

approach is linked to physics where particles occupy the

energetically most favorable states but are either allowed

in single occupation (fermions) or obey no restrictions

(bosons).

http://arxiv.org/pdf/1301.1887v1.pdf

Tipping Points in Macroeconomic Agent-Based Models


Stanislao Gualdi


Université Paris VI Pierre et Marie Curie; CEA-Saclay, IRAMIS

Marco Tarzia


Université Paris VI Pierre et Marie Curie

Francesco Zamponi


Ecole Normale Superieure (ENS)

Jean-Philippe Bouchaud


Capital Fund Management

July 11, 2013

Abstract:     

The aim of this work is to explore the possible types of phenomena that simple macroeconomic Agent-Based models (ABM) can reproduce. Our motivation is to understand the large macro-economic fluctuations observed in the "Mark I" ABM devised by D. Delli Gatti and collaborators. Our major finding is the existence of a first order (discontinuous) phase transition between a "good economy'' where unemployment is low, and a "bad economy'' where unemployment is high. We show that this transition is robust against many modifications of the model, and is induced by an asymmetry between the rate of hiring and the rate of firing of the firms. This asymmetry is induced, in Mark I, by the interest rate. As the interest rate increases, the firms become more and more reluctant to take further loans. The unemployment level remains small until a tipping point beyond which the economy suddenly collapses. If the parameters are such that the system is close to this transition, any small fluctuation is amplified as the system jumps between the two equilibria. We have also explored several natural extensions. One is to allow this hiring/firing propensity to depend on the financial fragility of firms. Quite interestingly, we find that in this case, the above transition survives but becomes second order. We also studied simple wage policies and confidence feedback effects, whereby higher unemployment increases the saving propensity of households. We observe several interesting effects, such as the appearance of acute endogenous crises, during which the unemployment rate shoots up before the economy recovers. We end the paper with general comments on the usefulness of ABMs to model macroeconomic phenomena, in particular in view of the time needed to reach a steady state.
 
Number of Pages in PDF File: 32
Keywords: Agent-Based Computational Economics, Aggregative Models, Cycles
JEL Classification: C15, C60, E17, E37
working papers series

 


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