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STOCHASTIC

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142 STEPHEN P. BRADLEY AND DWIGHT B. CRANE<br />

TABLE I<br />

Definition of Variables<br />

bn k (-) — amount of security class k purchased at beginning of period n; in dollars of initial purchase<br />

price<br />

Sn,m(-) = amount of security class k, which was purchased at the beginning of period n and sold<br />

at the beginning of period m; in dollars of initial purchase price<br />

^n,m(-) = amount of security class k which was purchased at the beginning of period n and held<br />

(as opposed to sold) at the beginning of period m; in dollars of initial purchase price<br />

9".m(-) = capital gain or loss on security class k purchased at the beginning of period n and sold<br />

at the beginning of period m; in percent of initial purchase price<br />

2/n*(-) = income yield from interest coupons on security class k, purchased at the beginning of<br />

period n\ in percent of initial purchase price<br />

/n(-) = incremental amount of funds either made available to or withdrawn from the portfolio<br />

at the beginning of period n\ in dollars<br />

L{-) = upper bound on the realized capital loss (after taxes) from sales during a year; in<br />

dollars<br />

(•) indicates that the variable is conditional on the sequence of uncertain events which<br />

precede it<br />

cause it takes into account when cash is actually available for reinvestment. It is not<br />

completely accurate, however, because it ignores the tax effects of amortization of<br />

bond premiums and accretion of discounts of municipal bonds which might be contained<br />

in the starting portfolio. If this were judged to be a significant problem, it<br />

potentially could be solved by setting up separate bond categories for each combination<br />

of maturity and initial purchase price and then adjusting the cash flow and book<br />

value.<br />

The decisions of the model are constrained by a set of cash flow constraints which<br />

express a limit on the funds available for the portfolio. We assume one security class<br />

is a risk free asset, and hence we are always fully invested. At the start of the first<br />

time period a flow of funds, /i , is made available for the portfolio. Given our simplifying<br />

assumption that there are no bonds in the portfolio before the start of the model,<br />

the first-period cash flow constraint simply limits the sum of all purchases to be equal<br />

to/i:<br />

(2.1) £>/ =/!.<br />

Before the start of the second period an uncertain event occurs in which a new set of<br />

interest rates obtains and there is an exogenous cash flow to or from the portfolio.<br />

New investments in the portfolio at the start of the second period are limited by this<br />

cash flow, plus the income received from bonds held in the portfolio during the previous<br />

period and the cash generated from any sales at the start of the period 1<br />

(2.2) -£*)/, V - E*(l + ffi.2(ei))*Ue,) + £*k*(ei) = Mei), Ve, £ £, .<br />

Note that the second-period decision variables, Si,2(ei) and W(ei), and the gain or loss<br />

resulting from security sales, gi.iiei), are conditional upon the event which occurs in<br />

the first period. Since there are a number of such events, there must be one constraint<br />

of type (2.2) for each event which can occur.<br />

1 For expositional convenience, this and subsequent equations assume that interest is paid each<br />

period. In the actual model, if the initial two periods were three months each and interest were<br />

paid in six-month intervals, there would be no cash flows until the end of the second period.<br />

490 PART V. DYNAMIC MODELS

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