B. Wealth invested according to belief h

Choice probability

The probability that agent j chooses belief h is determined by the discrete choice model in (6.15). The return of belief h in period t is equal to: rF+yt-1h(rtP-rF). Therefore the fitness measure is defined as
Fj,th=rF+yt-1h(rtP-rF) - Cjhj Fj,t-1h;     (52)
As in the BH model it is assumed that for all agents βj=β, ηj=η and Cjh=Ch. However, we adjust the probabilities with which each belief is chosen by introducing a lower bound mh on the probabilities as motivated by Westerhoff (2002):
qth=
exp(β Ft-1h)
H
k=1
exp(β Ft-1k)
;
qth=mh+(1-
H
h=1
mh) qth,
where mh≥ 0 ∀ h and 0 ≤ ∑h=1H mh ≤ 1. For example, Taylor and Allen (1990, 1992) found in questionnaire surveys that a small group of traders always uses technical or fundamental analysis and do not switch beliefs3. We define Xj,th=1 if agent j chooses belief h at time t and Xj,th=0 if agent j chooses a belief other than belief h. Because X1,th, ..., XN,th are iid with E(Xj,th)=qth and limited variance V(Xj,th)=qth (1-qth), the fraction of agents who choose belief h converges in probability to qth:
1
N
N
j=1
Xj,th
p
 
qth,
as the number of agents goes to infinity. Furthermore we did assume that all agents have the same risk aversion parameter aj=a, so that agents who follow the same belief have the same demand. Hence in the end we assume that agents are only heterogeneous in the beliefs they can choose from.

Wealth assigned to belief h by agent j

The wealth invested according to belief h by agent j at time t is equal to Wj,th=Xj,th Wj,t. From this it follows that the total wealth assigned to belief h by all agents is equal to
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