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A C T A U N I V E R S I T A T I S L O D Z I E N S I S

F O L IA O E C O N O M IC A 177, 2004

M a r e k K a l u s zk a * , Alina Kondrat iuk-Janyska**

ON DU RATION-DISPERSION STRATEGIES FOR PORTFOLIO IMMUNIZATION

Summary. This paper deals with new immunization strategies for a noncallable and default-free bond portfolio . This approach refers to the Fong and Vasicek (1984), the Naw aikha and Chambers (1996), the Balbás and Ibáfíez (1998), and the Balbás, Ibáflez and López (2002) studies among others and relies on minimizing a single-risk measure which is a linear combination o f the duration gap and the dispersion o f portfolio payments.

Keywords: Bond portfolio, immunization, duration, M 2, М л.

1. IN T R O D U C T IO N

M anagem ent of interest rate risk, the control of changes in value of a stream o f future cash flows as a result of changes in interest rates is an im portant issue for an investor. Therefore many researchers have examined the im m unization problem for a bond portfolio in a situation where the investor is in debt and has to pay it off in a fixed horizon date. F o r simplicity, we consider the case where the liability stream consists of a single negative cash flow at some specified future date. Multiple liabilities can be handled as an extension of the single liability case by separately immunizing each of liability cash flow. The investor knows, in advance, the sum o f money which he owes. An ideal situation is when the portfolio present value is equal to the discounted worth of investor s liability at the present m om ent and does not fall below the target value (the terminal value o f the portfolio under the scenario of no change in the interest rate) at prespccified time. Early work on immunization was based upon the M acaulay definition of duration (1938) and it was shown independently by Hicks (1939), Samuelson (1945) and Redington (1952) that if the M acaulay

’ Assistant Professor in the Institute o f Mathematics, Technical University o f Łódź. '•A ssistan t in the Institute o f Mathematics, Technical University o f Łódź.

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duration of assets and liabilities are equal, the portfolio is protected against a local parallel change in the yield curve. Fisher and Weil (1971) formalized the traditional theory o f imm unization defining the conditions under which the value o f an investment in a bond portfolio is hedged against any parallel shifts in the forward rates. The main result o f this theory is that im m unization is achieved if the Fisher-Weil duration of the portfolio is equal to the length o f the investment horizon. A generalization o f the Fisher and Weil results (1971) can be found in M ontrucchio and Peccati (1991). They proved that if the set К consists of all shocks к such that

portfolio is immunized. The classical theory o f im m unization is treated in details in Fabozzi (1993) and Panjer (1998) am ong others.

Im m unization strategies have been also developed for alternative m odels o f interest rate behaviours. Cox et al. (1979), K hang (1979), Bierwag and K auffm an (1977), Bierwag (1987), Cham bers et al. (1988), Prism an and Schores (1988), Crack and Naw alkha (2000) and others assumed various m odels o f interest rate m ovem ents and implied different m easures of du ratio n , which if they are equal to the holding period length, then im m unization is achieved. Rządkowski and Zarem ba (2000) generalized bond portfolio immunization for an additive term structure model developing a definition of duration. See also Prisman (1986), Shiu (1987), R citano (1991, 1992), Zarem ba (1998), and Zarem ba and Smoleński (2000ab). The comprehensive treatm ent o f the present state of the art can be found in Naw alkha and Cham bers (1999) and Jackowicz (1999). But above approach and also all mentioned earlier have serious limitation. They imply arbitrage opportunities th at arc inconsistent with equilibrium - it is in contradiction to the rules o f m odern finance theory.

To overcome the m ain draw back of the traditional theory, Fong and Vasicek (1984), N aw alkha and C ham bers (1996), Baibas and Ibanez (1998) and Baibas et al. (2002) examined the effect of an arbitrary inte-rest change on a default-free, noncallable bond portfolio. They considered shocks in a m ore general context i.e. they worked with differentiable functions with bounded derivative (cf. Fong and Vasicek, 1984) or with bounded functions (see Baibas and Ibáflez, 1998 and Balbás, Ibáňez and López, 2002) and found that the classically immunized portfolio (Fong and Vasicek, 1984; Balbás and Ibáňez, 1998; Balbás, Ibáňez and López, 2002) or any portfolio (N aw alkha and Cham bers, 1996) had negative lower bound depending upon the different dispersion measures thereby imm unization strategies were advocated. The comprehensive treatm ent of the present state of the art can be found in and N aw alkha and C ham -bers (1999).

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The aim of the paper is to present a new strategy o f immunization based on a single duration-dispersion risk measure (see section 3). As a by-product, we generalize the Fong-Vasicek, the Balbás-Ibáňez and the Naw alkha-C ham bers inequalities that give lower limits on the change in the end o f horizon value of the duration-m atching portfolios.

2. P R E L IM IN A R Y N O T A T IO N S

Denote by [0, T] the time interval with t = 0 the present m oment. Let to be the investor planning horizon, 0 < m < T . We write q = (q ,, q2, —, q„) for the investor portfolio. This vector gives us the num ber of ith bond units qt that the investor bought at time 0. The coupons paid before m will be reinvested by purchasing the considered n bonds. We assume qt > 0 to exclude short position from the analysis.

Let cit denote the time-m present value of payment o f ith bond due at time t provided the current instantaneous forward rate is g(t). By K(k) we denote the time-m present value o f ith bond if the shock = k(t) on the instantaneous forward rate takes place. We assume the additive model o f shocks although the others can be treated in a similar way. Obviously,

Vi(k) = £ c и exp ^ j k(s)ds\ (1)

Here and below, the summ ation is over ali t. Denote by l{q, k) the value o f the portfolio q at time m under the assum ption the shock к = k(t) appeared, i.e.

V(q, k) = t,qiVi(k) = L £ c ( t , q) ex pf jk (s) d. s) (2)

t= 1 r \r /

1 "

'''here L denotes a liability due at time m and c(t, q) = £ qfiü- Let b i =i

stand for the m arket price o f the ith bond at time zero and let С denote the to tal am ount of investm ent at t = 0. Clearly,

Ce x p^ Jg ( t) d t

Definition. A portfolio q = (qlt ..., q„) is called a feasible portfolio if

£ q,P> = C and q , ^ 0 for every i. ,s=t

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D enote by V(q, К) the guaranteed value by portfolio q, that is,

V(q, K) = infkeKV(q, к) (3)

where К m eans a class of feasible shocks. We say that a feasible portfolio q is immunized if V{q, K) > L.

Definition. A feasible portfolio q is called the duration-matching portfolio

if the Fisher-W eil duration of portfolio q is equal to the investment horizon length, i.e. D(q) = m, where D(q) = £ t c ( i , q).

t

3. D U R A T IO N -D IS P E R S IO N P O R T F O L IO S

In empirical imm unization studies, duration-m atching portfolios often work as well as m ore complex immunizing strategies. D uring the 1980s duration has explained 80% to 90% o f the return variance for governm ent bonds (see e.g. Ilmanen, 1991). It m eans that parallel m ovem ents play significant role in shocks behaviour. However, such duration-m atching portfolios are not unique. How should one o f them be chosen? Which portfolios produce returns with the least deviation from the promised return?

In the pioneering work, Fong and Vasicek (1984) proposed the following wider class o f shocks with an arbitrary type o f interest rate change, including parallel shifts:

K f v = O s e t i i ! with A > 0 (4)

They proved that if the short sale is forbidden and if q is a duration- m atching portfolio, then

V(q, K r v) > l ( \ - X2 M ^ (5)

where M2 = £ ( t — m)2c(t, q) is a dispersion m easure. They concluded that f

the problem of im m unization should be form ulated as follows

PI: find a duration-m atching portfolio which minimizes M 2.

The approach is not free from a critique. Bierwag et al. (1993) and others exam ined the theoretical and empirical properties o f M 2 in designing

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duration-hedged portfolios. They found that minimum M 2 portfolios fail to hedge as effectively as portfolios including a bond m aturing on the horizon date.

The class o f shocks considered by Balbás and Ibáňez (1998) is of the form

Balbás and Ibáňez showed that for any duration-m atching portfolio q

where f l = £ | t - m\c(t, q) (cf. Balbás, Ibánez, 1998, the form ula (16) with £ = RC). As a consequence they proposed to

P2: find a duration-m atching portfolio which minimizes N.

With an example Balbás and Ibáňez (1998) showed that the duration-matching portfolio with minimal Ň can include a m aturity m atching bond (cf. the empirical results of Bierwag, Fooladi and Roberts, 1993). Balbás and Ibánez (1998) took into account m any considerations about the possible shocks on the interest rates to minimize the Ň measure.

We propose new strategies o f immunization o f a bond portfolio based on a single-risk m easure model. O ur approach is close to that of N aw alkha a nd Cham bers (1996) because they also focused on a single-risk-measure imm unization model. Define a functional A which measures the average value o f shock. We assum e that the functional A is equivariant, i.e. 4(/c + c) = A(k) + с for all feasible shocks к and real c. We also assume that v4(0) = 0. Examples will be given below. Define the following class of shocks

Herein 0 ^ a < oo and W is a nonnegative and convex function such that Щт) = 0. Observe that the class K(W, a) includes all fiat shocks not greater than a. Throughout the paper, со ■0 = 0.

Theorem 1. F or every feasible portfolio q

(

6

)

V(q, K(W, a)) ^ L e x p ( - a \ m - D(q)\ - M w) (9)

'vhere M w = X ^ ( t) c ( i, <?)■ Г

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Proof. Observe that

V(q, K(W, a)) = Linf*£jC(„,i(I)jexp^jfe(.vK vJáC(í, q) =

= L inf*e r,w. e) Jex p |^4(fc)(m - í) + |(fe(s) - /4(fc))á.vJí/C(t, q).

Since the short position is excluded, t —>C(f, q) = £ c ( s , q) is the distribution ><>

function o f a probability m easure on [0, T) for each q. By the Jensen inequality (see e.g. D urrett, 1996, p. 14) with the distribution function t - * C ( t , q), we get

V(q, K(W, a)) > LinfieJW,e)exp ГЛ (*)|(т - t)dC(t, q) + J J(fc(s) - A(k))dsdC(t, q) l =

L 0 01 J

= ^inf*eK(»\e)exp j^A(fc)(m - D(q)) - J J(fc(s) - A(k))dsdC(t, q)J.

By the definition o f K(W, a)

V(q, K(W, a)) ^ Lexp j^infteX(^ , о)[Л(/с)(т - D(q))] - J W(t)dC(t, q )J = = L e x p ( - a \ m - D(q)\ - M w).

The p roof is complete. □

As a consequence of theorem 1 we propose a new strategy o f im -m unization:

P3: find a feasible portfolio which minimizes a\m — D(q)\ + M w.

Observe that the m easure M w is nonncgative (by the convexity of W and the Jensen inequality). Given a strictly convex function W, M w is equal to zero if and only if there is one payment (at time m). Therefore M w can be treated as a dispersion m easure o f the stream of portfolio payments. In other words, our strategy relics on minimizing a linear com bination of the absolute value o f the duration gap \ m - D ( q ) \ and the dispersion m easure M w. It is clear that the larger a is, the smaller duration gap o f the portfolio should be. Clearly, if a = oo then the strategy P3 is equivalent to the following one

P 3 ’: choose a duration-m atching portfolio which minimizes M w.

We now introduce a m ore specific class o f shocks which are included in K(W, a) for an appropriate chosen function W.

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Example 1. Define

= {k; k(t2) - k(ty) ^ w(t2 - ij), 0 < < i2 «S T, \k(m) | ^ a] (10) where 0< a < oo, w = w(f) is a nondccreasing and nonnegative function such that w(0) = 0. Observe that K a(w) includes all parallel shocks not greater than a. It is easy to check that K a(w) c: K(W, a), where K ( W , a) is defined by (8)

|r-m |

with A(k) = k (m) and W(t) = J w(s)ds. From theorem 1 we obtain that о

/ \

V(q, K a( w ) ) ^ L e \ p ( — a\m — D(q)\ - £ c ( t , i ) J w(s)ds\ (1 1)

for every feasible portfolio q. Our strategy is as follows

P4: find a feasible portfolio which minimizes a\m — D(q)\ + I« —m|

Z C(A q) j- w(s)ds.

t o

If w = 0 and if the portfolio duration is equal to the length of the planning horizon, then V(q, K a(w)) > L. Thus the target value L is a lower bound o f the terminal value of the portfolio regardless of any shifts in interest rates. A nother reasonable choice of the function w seems to be w(t) = Xtp with A > 0 for any p such that 0 < p < 1/2 since Brownian paths are Holder continuous with exponent p for any 0 < /7 < 1/2 (see e.g. D urrett, 1996, p. 379). This leads to the problem

minimize a

m - Y, qPi

I= 1

+ Z 4iM i subject to £ qtPi = C, q , ^ 0,

i=i 1=1

i > 1,

where Di = 1 Y t c „ and M, = Y \ t - m \ p+lc„ is the duration and the

L , (P + 1 )L t

dispersion m easure o f ith bond, respectively. This case was considered in details by Balbás et al. (2002) with conclusion that the appropriate dispersion measures are those that O ^ / J ^ l . An interesting alternative to the power dispersion function is w (í) = /1 due to the following property of Brownian paths:

\B(t + h ) - B ( t ) \ «SC U ŕ ) almost surely,

where B(t) is a Brownian m otion, С is a random variable and 0 ^ í < t + h < T.

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As we will see in examples 2-4, theorem 1 not only docs a new strategy o f im m unization provide but also extends the results of Fong and Vasicek (1984) and Balbás and Ibáňez (1998).

Example 2. We now give an extension o f the Fong and Vasicek result. Let A( k): = k(m) and put

K*FV(a) = jf c ;} ( f c ( s ) - f c ( m ) ) < is ^ ( t- m ) 2, 0< ( < T , with | f c ( m) | < a j (12)

O f course. K FV(a) = K ^ ( t — m)2, a^j, where K( W, a) is defined by (8). From theorem 1 it follows that for every feasible portfolio q

K q, K*Fv(a)) > Lcxp ^ - a\m - D(q) | - ^ M 2 j (13)

and for every duration-m atching portfolio q

K ( q , ^ K( o o ) > L e x p ^ - ^ M ^ (14)

Observe th at K FV с K FY(ao), where K FV is defined by (4). In fact, for every k e K FV

П

k(s) — k(m) = $k'(t)dt < Я(з — m) if s ^ m and k(s) — k(m) ^ A(s — m) if s <m.

m

x

H ence J (Ac(s) — k(m))ds < - ( i — m ) 2 for every t so k e K FV( oo) =

m

= K ^ ( t — m) 2, oo J . Since ex ^ l + x , the bound (14) is an im provem ent

o f the Fong-Vasicek one (see (5)).

Example 3. We now give an extension of the Balbás-Ibáňez inequality. P ut A(k) = ^ ( i n f 0<l<Tk(t) + sup0t;i<rk(t)). Define

X 5 / = | f e ; } ( Ä ( s ) - X ( k ) ) d s < 2 l m - í l* (15)

Clearly, Kg, = |m — f|, oo^. Recall that K BI is defined by (6). F o r every k e K Bh k(s) ^ k*(s) if s > m and k(s) > k*(s) otherwise, where k*(s) = A(k) 4- ^

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A m A for s ž m and k*(s) = A(k) — - for s < m. Hence \k(s)ds > A(k)(t — m) — _ \t-m\

2 t L

for every t. As a consequence we get K BÍ с K*m . From theorem 1 it follows that for every duration-m atching portfolio q

V ( q , K l t) > L a p ( - ^ (16)

Since K Bl czK*BI and е * ^1 + х , the inequality (16) is an improvement of the Balbás-Ibáňez inequality (7).

Example 4. Consider the following class of shocks

K COnv(W, a) = jfc; í —i► J/c(s)<i.v + W(t) is convex on [0, T], |/c ( m ) |< a j

with W being a given convex and differentiable function such that W ’(m) = 0 (cf. M ontrucchio, Peccati, 1991). Observe th at K conv(W,a) includes all

m

parallel shocks not greater than a. By convexity o f t —* j k ( s) ds + W(t)

\k(s)ds + W{t) > W(m) — k(m)(m — t) = W(m) — A(k)(m — t), t

0< К Г ,

with A(k) = k(m) for every k e K co„v(W, a). Hence K conv(W, a) a с K ( W — W(m), a) with A(k) = k(m) (see (8)). Theorem 1 implies that if q is a feasible portfolio, then

V(q, K com(W, a)) > L e x p ( ~ a \ m - D(q)\ - £ ( Ж ( 0 - W(m))c(t, q)

(17) Observe that if W is continuously differentiable, then

Konv(W,a) = { k, k(t 2) - k ( t l ) ^ w ( t 2) - w ( t i ) , 0 < f, < t2 < T, |/c(m)|«$a}, where w (f) = W'(t). Hence, for a subaddtive function w (i.e. w (x + y ) < w (x) + w (у) for all x, y), we have K C0„V(W, a) ę K a(w), with K a(w) defined by (10).

In Naw alkha and Chambers (1996) one can find the following result. Given k l t k 2e R , they defined the class o f shocks:

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Knc h = { k - , k ^ k(t) «S k2, 0 < t < T) (18)

and proved that for any feasible portfolio q

V ( q , K NCh) > L ( l - k , M A) (19)

where M A = £ | i — m\c(t,q) and fc3 = m a x fl/c j, \k2\}. Observe that M A = Ň.

t

M otivated by (19) they proposed to

PS: choose a feasible portfolio which minimizes M A.

We now provide a modification o f theorem 1 extending the result of N aw alkha and Cham bers (1996). Letting A be a given real, define the class o f shocks:

K NM a) = j/c; J(k(s) - A)ds < W(t), 0 < t < t J (20)

where W is a nonnegative and convex function such that W{m) = 0. Theorem 2. F or every feasible portfolio q

V(q, K A( W ) ) > Lexp(,4(m - D(q)) - M w) (21)

where M w =

я)-t

Proof. The p roof is extremely similar to that o f theorem 1. □ From theorem 2 we obtain the following strategy

P6: minimize A (D (q) — m) + M w over all feasible portfolios q. Example 5. We give an improvement of the inequality (19). Define

— A)ds < B\t — m\, 0 < { ^ т |

with A = '^(kl + k 2) and В = ^ ( k 2 — k^), where k l < k 2. By theorem 2, for every feasible portfolio q

V(q,K*NCk(A, B)) > Lexp(A (m - D(q)) - B M A) (22)

where M A = £ |£ —m |c(t, q). We proceed to show that (22) is an improvement o f (19).

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Since A(m — t) - B\ t — m \ > — m a x flfc j, |fe2|} | i - m | for all t, we have

V(q, K*NCh(A, B)) > L e x p ( - k 3M A) > L ( 1 - k 3M A) (23) where k 3 = ma x f l f e j , |fe2|}. It is easy to check that K NChc: K^chiA, В) so from (23) we obtain the inequality (19).

REFERENCES

Balbás A., Ibáňez A., (1998), When Can You Immunize a Bond Portfolio? „Journal o f Banking and Finance” , 22.

Balbás A., Ibáňez A., López S. (2002), Dispersion Measures as Immunization Risk Measures, „Journal o f Banking and Finance” , 26.

Bierwag O .O ., K aufm an G .G . (1977), Coping with the Risk o f Interest Rate Fluctuations:

A Note, „Journal o f Business” , 50.

Bierwag G.O. (1987), Duration Analysis: Managing Interest Rate Risk, Ballinger, Cambridge, MA. Bierwag G .O ., lo o la d i I., Roberts G.S. (1993), Designing an Immunized Portfolio: Is M -Squared

the Key?, „Journal o f Banking and Finance” , 17.

C ham bers D .R ., C arleton W .T., M cEnally R.W . (1988), Immunizing Default-Free Bond

Portfolios with Duration Vector, „Journal o f Financial and Q uantitative Analysis” .

Cox J.C., Ingersol! J.E ., Ross S.A. (1979), Duration and the Measurement o f Basil R úk, „Journal o f Business” , 56 (1).

Crack T .F ., N aw alkha S.K. (2000), Interest Rate Sensitivities o f Bond R isk Measures, „Financial Analysts Journal” , 56 (1).

ß u rr e tt R. (1996), Probability: Theory and Examples, D uxbury Press, Belmont,

abozzi F.I. (1993), Bond Markets, Analysis and Strategies, Prentice Hall, Englewood Cliffs. * isher L., Weil R .L. (1971), Coping with R ú k o f Interest Rate Fluctuations: Returns to

Bondholders fro m Naive and Optimal Strategies, „Journal o f Business” , 44.

I °ng H .G ., Vasicek O.A. (1984), A R ú k Minimizing Strategy fo r Portfolio Immunization, „Journal o f Finance” , 39 (5).

4 icks J.R . (1939), Value and Capital, Clarendon Press, Oxford.

Umanen A. (1992), How Well Does Duration Measure Interest Rate Rúk?, „The Journal o f Fixed Incom e” , I (4).

Jackowicz K. (1999), Zarządzanie ryzykiem stopy procentowej. Metoda duracji, PW N, Warszawa. Khang Ch. (1979), Bond Immunization when Short-Term Rates Fluctuate M ore than Long-Term

Rates, „Journal o f Financial and Q uantitative Analysis” .

M acaulay F. (1938), Some Theoretical Problems Suggested by the Movements o f Interest Rates,

Bond Yields and Stock Prices in the United States since 1H56, N ational Bureau o f

Econom ic Research, New York.

k lontrucchio L., Peccati L. (1991), A N ote on Shiu-Fúher-W eil Immunization Theorem, „Insurance: M athem atics and Econom ics", 10.

N awalkha S.K., C ham bers D .R. (1996), An Improved Immunization Strategy; M -Absolute, „Financial Analysts Journal” , Septem ber-October.

N awalkha S.K., Chambers D .R . (eds), (1999), Interest Rate R ú k Measurement and Management, Institutional Investor, New York.

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Panjer H .H . (ed.), (1998), Financial Economics with Applications to Investment, Insurance and

Pensions, The A ctuarial Foundation.

Prisman E .Z (1986), Immunization as a M axm in Strategy, „Journal o f Banking and Finance” 10. Prism an E.Z., Shores M .R . (1988), Duration Measures fo r Specific Term Structure Estimations

and Applications to Bond Portfolio Immunization, „Journal o f Banking and Finance” , 12.

R edington F .M . (1952), Review o f the Principle o f Life-Office Valuations, „Journal оГ the Institute o f A ctuaries” , 18.

R eitano R .R . (1991), M ultivariate Duration Analysis, „Transactions o f the Society o f A c-tuaries” , 43.

R eitano R.R. (1992), Non-Parallel Yield Curve Shifts and Immunization, „Journal o f Portfolio A nalysis” , spring.

Rządkowski G ., Zarem ba L.S. (2000), New Formulas fo r Immunizing Durations, „Journal of Derivatives” , winter.

Samuelson P.A. (1945), The Effects o f Interest Rates Increases on the Banking System, „Am erican Economic Review” , 35.

Shiu E.S.W. (1987), On the Fisher-Weil Immunization Theorem, „Insurance: M athem atics and Economics” , 6

Z arem ba L.S. (1998), Construction o f a k-Immunization Strategy with the Highest Convexity, „C ontrol and Cybernetics” , 27.

Z arem ba L.S., Smoleński W. (2000a), Optimal Portfolio Choice under a Liability Constraint, „A nnals o f O perations Research” , 97.

Z arem ba L.S., Smoleński W. (2000b), How to Find a Bond Portfolio with the Highest Convexity

in a Class o f Fixed Duration Portfolios, „Bulletin PAN. Technical Sciences” , 48 (2).

M arek Kaluszka, Alina Kondratiuk-Janyska

STRATEGIA U OD PARNIANIA PO RTFELA Streszczenie

W artykule przedstaw iono now ą strategię uodparniania portfela, w sklad którego wchodzą obligacje bez opcji zakupu przysługującej emitentowi (noncallable) i wolne od ryzyka niewykupienia (default-free). Strategia polega na minimalizacji miary, któ ra jest liniową kom binacją luki duracyjnej i miary rozrzutu, przy różnych klasach zaburzeń chwilowej terminowej stopy procentowej (instantaneous forw ard rate). Ponadto otrzym ano uogólnienia nierówności Fonga i Vasiceka (1984), Nawalkhai i C ham bcrsa (1996) oraz Balbása i Ibáňeza (1998) na dolne ograniczenie zmiany wartości portfela w chwili rozliczenia.

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