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Takumi Kongo Characterizations of the Per-capita Shapley Value

Takumi Kongo Characterizations of the Per-capita Shapley Value

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CAES Working Paper Series<strong>Characterizations</strong> <strong>of</strong> <strong>the</strong> <strong>Per</strong>-<strong>capita</strong> <strong>Shapley</strong> <strong>Value</strong><strong>Takumi</strong> <strong>Kongo</strong>Faculty <strong>of</strong> EconomicsFukuoka UniversityWP-2012-006Center for Advanced Economic StudyFukuoka University(CAES)8-19-1 Nanakuma, Jonan-ku, Fukuoka,JAPAN 814-0180


<strong>Characterizations</strong> <strong>of</strong> <strong>the</strong> <strong>Per</strong>-<strong>capita</strong> <strong>Shapley</strong> <strong>Value</strong><strong>Takumi</strong> <strong>Kongo</strong> ∗AbstractThree axiomatic characterizations <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value (Driessenand Radzik 2002; International Transactions in Operational Research) forTU games are presented. The first one is a characterization via a modification<strong>of</strong> Myerson’s (1980; International Journal <strong>of</strong> Game Theory) balancedcontributions property, <strong>the</strong> second via a modification <strong>of</strong> <strong>the</strong> null playerproperty, and <strong>the</strong> third via a modification <strong>of</strong> Hart and Mas-Colell’s (1989;Econometrica) consistency. Comparison between <strong>the</strong> per-<strong>capita</strong> and usual<strong>Shapley</strong> value for land corn production economies and claims problems isstudied.Keywords: balanced contributions property; per-<strong>capita</strong> <strong>Shapley</strong> value; characterization;consistency;JEL classification: C711 IntroductionWe study problems <strong>of</strong> allocation <strong>of</strong> surplus generated by multiple agents’ cooperation.Our concern is such problems represented by coalitional game with transferableutilities (henceforth, TU games), and especially, values for TU games. Avalue for TU games represents each player’s allocation <strong>of</strong> <strong>the</strong> surplus obtainedby participating in <strong>the</strong> games. Many studies have investigated properties <strong>of</strong>different values for TU games.Myerson’s (1980) balanced contributions property is a property related t<strong>of</strong>airness, that equalizes claims between any pair <strong>of</strong> players in TU games. Playerj’s claim against ano<strong>the</strong>r player i is defined as <strong>the</strong> difference <strong>of</strong> i’s value for <strong>the</strong>original game and i’s value for <strong>the</strong> game from which j is deleted. Hence, inclaims, we compare two values in games with different numbers <strong>of</strong> players. Inconjunction with an important property <strong>of</strong> efficiency, <strong>the</strong> number <strong>of</strong> players ingames affects to <strong>the</strong> value <strong>of</strong> games. Consider an efficient value and comparevalues for players in a game with n players, and those in <strong>the</strong> game obtained justby adding a new player. Unless <strong>the</strong> newly added player obtains ones marginalcontributions to n players’ cooperation in <strong>the</strong> value, <strong>the</strong>re must be a player whoobtains different values in <strong>the</strong> two games under <strong>the</strong> efficient value.In order to avoid such influence <strong>of</strong> <strong>the</strong> number <strong>of</strong> players in games on values,we consider <strong>the</strong> normalized value regarding <strong>the</strong> number <strong>of</strong> players in gamesand measure <strong>the</strong> claim by <strong>the</strong> normalized values. In conjunction with efficiency,∗ Faculty <strong>of</strong> Economics, Fukuoka University. 8-19-1 Nanakuma, Jonan-ku, Fukuoka 814-0180, Japan E-mail: kongo@adm.fukuoka-u.ac.jp Tel: +81-92-871-66311


<strong>the</strong> new “normalized” balanced contributions property characterizes <strong>the</strong> “per<strong>capita</strong>”<strong>Shapley</strong> value introduced in Driessen and Radzik (2002). The valueis a modification <strong>of</strong> <strong>the</strong> <strong>Shapley</strong> value (<strong>Shapley</strong> 1953). By replacing <strong>the</strong> nullplayer property with a modified one, we succeed in characterizing it as <strong>Shapley</strong>’soriginal characterization <strong>of</strong> his value. The modified property is called <strong>the</strong>P-null player property and in this property, we focus on null players in “normalized”game. The characterization <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value in terms<strong>of</strong> a consistency property is also discussed. Our consistency property, is a kind<strong>of</strong> “normalized” version <strong>of</strong> Hart and Mas-Colell’s (1989) consistency.The paper is structured as follows. Notation and definitions are providedin Section 2. Some characterizations <strong>of</strong> per-<strong>capita</strong> <strong>Shapley</strong> value are studied inSection 3 and especially, a characterization by a consistency property is presentedin Section 4. The differences between <strong>the</strong> per-<strong>capita</strong> and usual <strong>Shapley</strong>values in land corn production economies and claims problems are studied inSection 5.2 PreliminariesLet N ⊆ N be a set <strong>of</strong> players. Assume that N is a finite set. The number <strong>of</strong>elements in a set is represented by | · |. We also use <strong>the</strong> corresponding lowercase letter to represent <strong>the</strong> number <strong>of</strong> elements in <strong>the</strong> set, i.e., for S, T, · · · ⊆ N,|S| = s, |T | = t and so on. A nonempty subset S ⊆ N is a coalition. If <strong>the</strong>reexists i ∈ N such that S = {i}, we write it just as i for simplicity.Let v : 2 N → R be a function with v(∅) = 0.A TU game is a pair (N, v). Let Γ denote <strong>the</strong> set <strong>of</strong> all games. A value φ isa function that assigns an n-dimensional vector to any game in Γ. A value φ isefficient if ∑ i∈N φ i(N, v) = v(N) for any game (N, v) ∈ Γ.The per-<strong>capita</strong> <strong>Shapley</strong> value ψ <strong>of</strong> <strong>the</strong> game (N, v) is defined as follows: Forany i ∈ N,or equivalently,ψ i (N, v) = v(i) +ψ i (N, v) = v(i) +∑S∋i;S≠i∑S⊆N\i;S≠∅(s − 1)!(n − s)!(n − 1)!s!(n − s − 1)!(n − 1)!( v(S)−s( v(S ∪ i)s + 1)v(S \ i),s − 1− v(S) ).sDriessen and Radzik (2002) showed that <strong>the</strong> above value is represented byusing <strong>the</strong> weighted pseudo-potential function P : Γ → R. For any (N, v) ∈ Γand any i ∈ N,ψ i (N, v) = P (N, v) −n P (N \ i, v),n − 1whereP (N, v) =∑S⊆N;S≠∅(s − 1)!(n − s)! v(S)(n − 1)! s ,for any N ≠ ∅ and P (∅, v) = 0.We consider ano<strong>the</strong>r representation <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value by using<strong>the</strong> orders on <strong>the</strong> player set. Let π be an order on N, and let π(i) denote a2


position <strong>of</strong> player i in π, that is, player π −1 (1) appears first in π, π −1 (2) appearssecond, and so on. Let a π (N, v) ∈ R n where{v(i) if π(i) = 1a π i (N, v) = v({j∈N:π(j)≤π(i)})|{j∈N:π(j)≤π(i)}|− v({j∈N:π(j)


For <strong>the</strong> population normalized balanced contributions property, we considerthree cases. The case |N| = 1 is obvious. In <strong>the</strong> case |N| = 2, by definition,ψ i ({i, j}, v) = 1 2v({i, j}) + v(i) − v(j). By efficiency,12 ψ i({i, j}, v) − ψ i (i, v) = 1 2 ψ i({i, j}, v) − v(i)= 1 4 v({i, j}) − 1 (v(i) + v(j))2= 1 2 ψ j({i, j}, v) − v(j) = 1 2 ψ j({i, j}, v) − ψ j (j, v).In <strong>the</strong> case when |N| ≥ 3, by <strong>the</strong> weighted pseudo-potential function P ,1n ψ i(N, v) − 1n − 1 ψ i(N \ j, v)= 1 111P (N, v) − P (N \ i, v) − P (N \ j, v) + P (N \ {i, j}, v)n n − 1 n − 1 n − 2= 1 n ψ j(N, v) − 1n − 1 ψ j(N \ i, v)For <strong>the</strong> uniqueness <strong>of</strong> <strong>the</strong> value, let φ denote a value possessing <strong>the</strong> twoproperties. If |N| = 1, it is obvious by efficiency. Let n ≥ 2. Suppose that φcoincides with ψ if <strong>the</strong> number <strong>of</strong> players is less than n. We consider n playerscase. Given i ∈ N and for any j ∈ N \ i, by <strong>the</strong> population normalized balancedcontributions property and <strong>the</strong> supposition,1n φ i(N, v) − 1 n φ j(N, v) = 1n − 1 φ i(N\j, v) − 1n − 1 φ j(N\i, v)Hence we obtain,n − 1nφ i(N, v) − 1 n∑j∈N\i= 1n − 1 ψ i(N\j, v) − 1n − 1 ψ j(N\i, v)= 1 n ψ i(N, v) − 1 n ψ j(N, v).φ j (N, v) = n − 1nψ i(N, v) − 1 n∑j∈N\iψ j (N, v).Since both φ and ψ is efficient, <strong>the</strong> above equation equals to φ i (N, v) − v(N)n=ψ i (N, v)− v(N)nand thus φ i (N, v) = ψ i (N, v). This is applicable to any k ∈ N \i,and thus, φ = ψ.For <strong>the</strong> independence <strong>of</strong> <strong>the</strong> properties, <strong>the</strong> <strong>Shapley</strong> value satisfies efficiencybut not <strong>the</strong> population normalized balanced contributions property. Letφ 1 (N, v) = (0, 0, . . . , 0) ∈ R n for any (N, v) ∈ Γ. It is obvious that φ 1 satisfiespopulation normalized balanced contributions property but not efficiency.These two properties enable us to represent <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value in<strong>the</strong> following recursive manner.Theorem 2. For any (N, v) ∈ Γ and any i ∈ N,ψ i (N, v) = v(N)n−v(N \ i)n − 1+ ∑j∈N\iψ i (N \ j, v).n − 14


Pro<strong>of</strong>. It is obvious if |N| = 1. O<strong>the</strong>rwise, by <strong>the</strong> population normalized balancedcontributions property,n − 1nψ i(N, v) = 1 nBy efficiency,and1n∑j∈N\i∑j∈N\i1n − 1ψ j (N, v) + 1n − 1∑j∈N\iψ j (N, v) = 1 n (v(N) − ψ i(N, v)),∑j∈N\iψ j (N \ i, v) = 1 v(N \ i).n − 1(ψ i (N \ j, v) − ψ j (N \ i, v)) .Substituting <strong>the</strong> above two equalities to eq.(2), <strong>the</strong> equality in Theorem 2 isobtained.Next, we give ano<strong>the</strong>r axiomatic characterization <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong>value. A P-null player in (N, v) is a player i ∈ N, satisfying v(i) = 0 andv(S)s−v(S \ i)s − 1 = 0,for any coalition S ⊆ N with S ∋ i and S ≠ {i}. The notion <strong>of</strong> P-null players isintroduced by Kamijo and <strong>Kongo</strong> (2012) 1 and a P-null player in a game (N, v) isa null player in <strong>the</strong> game (N, ¯v), such that for any coalition S ⊆ N, ¯v(S) = v(S)sand ¯v(∅) = 0. The following is <strong>the</strong> property related to <strong>the</strong> P-null players.P-null player property: For any (N, v) ∈ Γ and its any P-null player i ∈ N,φ i (N, v) = 0.In a game (N, v) ∈ Γ, two players i, j ∈ N are symmetric if for any S ⊆N \ {i, j}, v(S ∪ i) = v(S ∪ j). A value φ satisfies symmetry if i, j ∈ N aresymmetric in (N, v) ∈ Γ, <strong>the</strong>n φ i (N, v) = φ j (N, v). A value φ satisfies additivityif for any two games (N, v), (N, v ′ ) ∈ Γ, φ i (N, v + v ′ ) = φ i (N, v) + φ i (N, v ′ ),where (v + v ′ )(S) = v(S) + v ′ (S) for any S ⊆ N.We use following four lemmas to obtain <strong>the</strong> result.Lemma 1. The per-<strong>capita</strong> <strong>Shapley</strong> value satisfies efficiency, <strong>the</strong> P-null playerproperty, symmetry, and additivity.Pro<strong>of</strong>. Efficiency has already shown (see Theorem 1). The P-null player propertyand additivity is obvious by definition. As for <strong>the</strong> symmetry, by <strong>the</strong>weighted pseudo-potential function representation,1n (ψ i(N, v) − ψ j (N, v))= 1 1P (N, v) −n n − 1 P (N \ i, v) − 1 n= 1∑(P (N\j, v)−P (N\i, v)) =n − 1Therefore, it possesses symmetry.T ⊆N\{i,j}1P (N, v) + P (N \ j, v)n − 1(t!(n − t)! v(T ∪ i)−(n − 1)! t + 11 In Kamijo and <strong>Kongo</strong> (2012), P-null players are called proportional players.v(T ∪ j)t + 1(2))5


Lemma 2. Given a game (N, v) and a coalition S ⊆ N, let p S : 2 N → Rsatisfying,{tp S (T ) =sif T ⊇ S0 o<strong>the</strong>rwise,for any T ⊆ N. Then, {p S |S ⊆ N, S ≠ ∅} is a basis for <strong>the</strong> linear space Γ.∑Pro<strong>of</strong>. We show that {p S |S ⊆ N, S ≠ ∅} is linear independent, that is, ifS⊆N,S≠∅ d Sp S = 0 <strong>the</strong>n for any coalition S ⊆ N, it holds that d S = 0.We prove it by a contradiction. Suppose <strong>the</strong>re exists at least one coalition Ssuch that d S ≠ 0. Take one <strong>of</strong> a minimal coalition S ∗ that satisfies d S ∗ ≠ 0,that is, for any S ⊊ S ∗ , d S = 0. By <strong>the</strong> definition <strong>of</strong> p S , p S (S ∗ ) = 0 if S ∗ doesnot include S. Thus,∑d S p S (S ∗ ) =∑d S p S (S ∗ ) + d S ∗p S ∗(S ∗ ) = d S ∗.S⊆N,S≠∅S⊊S ∗ ,S≠∅By <strong>the</strong> definition <strong>of</strong> S ∗ , d S ∗ ≠ 0 and it is a contradiction.Lemma 3. For any (N, v) ∈ Γ, v is represented as follows:v =∑c v Sp S ,where c v S = ∑ T ⊆S;T ≠∅ s t (−1)s−t v(T ).Pro<strong>of</strong>. For any coalition R ⊆ N,∑c v Sp S (R) = ∑ c v rSs = ∑ S⊆N;S≠∅ R⊇S R⊇S= ∑ ∑R⊇SS⊆N;S≠∅T ⊆S;T ≠∅∑T ⊆S;T ≠∅st (−1)s−t v(T ) r srt (−1)s−t v(T )= v(R) + ∑ ∑r−t( ) r − t t + k(−1) k rv(T )k tt + kT ⊊Rk=0= v(R) + ∑ − 1)T ⊊R(1 r−t r v(T ) = v(R)tLemma 4. Let φ be a value that possesses efficiency, <strong>the</strong> P-null player property,and <strong>the</strong> symmetry. For any (N, v) ∈ Γ, any coalition S ⊆ N, and any i ∈ N,{nφ i (N, p S ) =sif i ∈ S20 if i ∈ N \ SPro<strong>of</strong>. Efficiency implies that ∑ i∈N φ i(N, p S ) = p S (N) = n s. We show that anyplayer in N \ S is a P-null player in (N, p S ). Let i ∈ N \ S. For any T ⊆ N \ i,if T ⊉ S, <strong>the</strong>n T ∪ i ⊉ S and p S(T ∪i)t+1− p S(T )t= 0t+1 − 0 t= 0. O<strong>the</strong>rwise,T ⊇ S and p S(T ∪i)t+1− p S(T )t= 1 s − 1 s= 0. Thus, by <strong>the</strong> P-null player property,φ i (N, p S ) = 0 for any i ∈ N \ S.6


Next, we prove that all players in S are symmetric in (N, p S ). Let i, j ∈ S.For any T ⊊ S, p S (T ∪ i) = p S (T ∪ j) = 0 Thus, by symmetry, φ i (N, p S ) =φ j (N, p S ) for any i, j ∈ S.By <strong>the</strong>se three properties, φ i (N, p S ) = n s 2 for any i ∈ S.Theorem 3. The per-<strong>capita</strong> <strong>Shapley</strong> value ψ is uniquely characterized by efficiency,<strong>the</strong> P-null player property, symmetry, and additivity.Pro<strong>of</strong>. The four properties for <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value has already shownin Lemma 1. Let φ be a value that satisfies <strong>the</strong> four properties. By Lemmas 3and 4 and additivity, φ i (N, v) = ∑ S⊆N;S≠∅ cv S n s. By Lemma 2, c v 2 S is uniquelydetermined. Thus φ is uniquely determined.The independence <strong>of</strong> <strong>the</strong> properties are as follows. φ 1 defined before satisfiesall <strong>the</strong> properties except efficiency. The <strong>Shapley</strong> value satisfies all <strong>the</strong> propertiesexcept <strong>the</strong> P-null player property. Let φ 2 be a value such that every P-nullplayers obtains 0, and a fixed non-P-null player always obtains v(N) (if <strong>the</strong>reexists). φ 2 satisfies all <strong>the</strong> property except symmetry. Let φ 3 (N, v) = n·χ(N, ¯v),where χ is prenucleolus, and (N, ¯v) <strong>of</strong> (N, v) is defined before. φ 3 satisfies allproperties except additivity.Comparing <strong>the</strong> above result and <strong>the</strong> results in <strong>Shapley</strong> (1953), Nowak andRadzik (1994), Brink and Funaki (2008), and Brink (2007) <strong>the</strong> differencesbetween <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong>, <strong>Shapley</strong>, solidarity, delta-discounted <strong>Shapley</strong>value, and <strong>the</strong> equal division are <strong>the</strong> differences between <strong>the</strong> P-null player, nullplayer, A-null player, delta-reducing player, and nullifying player properties. Itmeans that <strong>the</strong> difference <strong>of</strong> <strong>the</strong>se values lies in which players obtain nothing.4 ConsistencyA consistency property <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value is discussed. The consistencyproperty we use here is a “population normalized” version <strong>of</strong> <strong>the</strong> consistencyproperty introduced by Hart and Mas-Colell (1989).Let φ be a value and (N, v) be a game. For any coalition S ⊆ N, we define<strong>the</strong> reduced game (S, v φ S) as follows: For any T ⊆ S with T ≠ ∅⎛⎞v φ S (T ) = t⎝v(T ∪ (N \ S)) −∑φ j (T ∪ (N \ S), v) ⎠ . (3)t + n − sj∈N\Sand v φ S(∅) = 0.Comparing Hart and Mas-Colell’s (1989) reduced game, we consider normalization<strong>of</strong> <strong>the</strong> coalitional worth with respect to t, n, and s; <strong>the</strong> number <strong>of</strong> playersin <strong>the</strong> coalition, and that in <strong>the</strong> original and <strong>the</strong> reduced games. Rearrangingeq.(3), we obtain <strong>the</strong> following:v φ S (T )t= v(T ∪ (N \ S)) − ∑ j∈N\S φ j(T ∪ (N \ S), v).t + n − sThus, we clearly focus on per-<strong>capita</strong> values.Given a game (N, v) ∈ Γ, a value φ satisfies population-normalized consistencyif for any (N, v) ∈ Γ, any coalition S ⊆ N, and any i ∈ S,φ i (N, v)n= φ i(S, v φ S ) .s7


Lemma 5. The per-<strong>capita</strong> <strong>Shapley</strong> value satisfies population normalized consistency.Pro<strong>of</strong>. Since ψ is efficient, for any (N, v) ∈ Γ, any coalition S ⊆ N and anynonempty coalition T ⊆ S,v ψ S (T ) = v(T ∪ (N \ S)) − ∑ j∈N\S φ ∑j(T ∪ (N \ S), v)j∈T=ψ j(T ∪ (N \ S), v).tt + n − st + n − sThen,=ψ i (S, v ψ S ) =∑R⊆S\i;R≠∅+ ∑R⊆S\i;R≠∅∑R⊆S\i;R≠∅r!(s − r − 1)!(s − 1)!=∑R⊆S\i;R≠∅r!(s − r − 1)!(s − 1)!(r!(s − r − 1)!(s − 1)!(∑j∈R∪i ψ j(R ∪ i ∪ (N \ S), v)−r + 1 + n − sr!(s − r − 1)!(s − 1)!∑(ψj (R ∪ i ∪ (N \ S), v)r + 1 + n − sj∈R)v ψ S(R ∪ i)− vψ S (R) + v ψ Sr + 1 r(i)∑ψ i (R ∪ i ∪ (N \ S), v)r + 1 + n − s− ψ j(R ∪ (N \ S), v)r + n − sj∈R ψ j(R ∪ (N \ S), v)r + n − s)+v ψ S (i). (4))+v ψ S (i)R,By <strong>the</strong> population-normalized balanced contributions property, for any j ∈ψ j (R ∪ i ∪ (N \ S), v)r + 1 + n − s− ψ j(R ∪ (N \ S), v)r + n − s= ψ i(R ∪ i ∪ (N \ S), v)r + 1 + n − sThus, <strong>the</strong> r.h.s. <strong>of</strong> eq.(4) equals to <strong>the</strong> following:∑R⊆S\i;R≠∅r!(s − r − 1)!(s − 1)!When R = S \ i, it holds that− ψ i((R ∪ i ∪ (N \ S)) \ j, v).r + n − s( ∑(1 + r)ψi (R ∪ i ∪ (N \ S), v)−r + 1 + n − sr!(s − r − 1)! (1 + r)ψ i (R ∪ i ∪ (N \ S), v)= s (s − 1)! r + 1 + n − s n ψ i(N, v).Hence, <strong>the</strong> above equality is equal to <strong>the</strong> following:sn ψ i(N, v) +−∑R⊊S\i;R≠∅∑T ⊆S\i;T ≠∅r!(s − r − 1)! (1 + r)ψ i (R ∪ i ∪ (N \ S), v)(s − 1)! r + 1 + n − st!(s − t − 1)!(s − 1)!∑j∈Tψ i ((T ∪ i ∪ (N \ S)) \ j, v)t + n − sj∈R ψ i((R ∪ i ∪ (N \ S)) \ j, v)r + n − s+ v ψ S(i). (5))+v ψ S (i).8


For any coalition R ⊊ S \ i, <strong>the</strong> number <strong>of</strong> coalition T ⊆ S \ i with T \ j = R iss − r − 1, since j ∈ S \ R and j ≠ i. In this case t = r + 1, thus, for any coalitionR ⊊ S \ i,∑∑j∈T T ⊆S\i;T \j=Rt!(s − t − 1)! ψ i ((T ∪ i ∪ (N \ S)) \ j, v)(s − 1)!t + n − s= (s − r − 1)(r + 1)!(s − r − 2)!(s − 1)!ψ i (R ∪ i ∪ (N \ S), v).r + 1 + n − sHence, <strong>the</strong> second term and a part <strong>of</strong> <strong>the</strong> third term <strong>of</strong> eq.(5) are canceled.Thus, <strong>the</strong> r.h.s. <strong>of</strong> eq.(5) equals to <strong>the</strong> following:sn ψ i(N, v)−∑T ⊆S\i;t=1t!(s − t − 1)!(s − 1)!∑j∈TNow, <strong>the</strong> second term <strong>of</strong> eq.(6) is equal toand by definition and efficiency,⎛v ψ S (i) = 1⎝v(i ∪ (N \ S)) −1 + n − s− ψ i(i ∪ (N \ S), v),1 + n − sψ i ((T ∪ i ∪ (N \ S)) \ j, v)+v ψ S(i). (6)t + n − s∑j∈N\S=⎞ψ j ((T ∪ i ∪ (N \ S)), v) ⎠11 + n − s ψ i((T ∪ i ∪ (N \ S)), v).Therefore, <strong>the</strong> second and <strong>the</strong> third term <strong>of</strong> eq.(6) are canceled and we obtainψ i (S, v ψ S ) = s n ψ i(N, v) ⇐⇒ ψ i(S, v ψ S )sConsider <strong>the</strong> following property.= ψ i(N, v).n1-standardness for two-person games: For any (N, v) ∈ Γ with |N| = 2and any i ∈ N,φ i (N, v) = 1 v(N) + v(i) − v(j).2The above property equals to well-known α-standardness for two-persongames with respect to α = 1.Lemma 6. If a value φ satisfies population-normalized consistency and 1-standardness for two-person games, it is efficient.Pro<strong>of</strong>. First, we consider <strong>the</strong> case when |N| = 1. Let ({i}, v) and v(i) = a. Consider<strong>the</strong> two person game ({i, j}, ¯v) with ¯v(i) = a, ¯v(j) = 0, and ¯v({i, j}) = 2a.By 1-standardness for two-person games, φ i ({i, j}, ¯v) = 2a and φ j ({i, j}, ¯v) = 0.By <strong>the</strong> definition <strong>of</strong> <strong>the</strong> ¯v φ {i} ,¯v φ {i} (i) = 1 2 (¯v({i, j}) − φ j({i, j}, ¯v)) = a = v(i).9


By population-normalized consistency,v(i) = a = φ i({i, j}, ¯v)2= φ i ({i}, ¯v φ {i} ) = φ i({i}, v).Next, we consider <strong>the</strong> case when players are two or more. By <strong>the</strong> 1-standardnessfor two-person game, it is clear that <strong>the</strong> value is efficient when n = 2. Let n ≥ 3and assume that Lemma 6 holds for any game with less than n players. Weprove <strong>the</strong> fact by an induction regarding <strong>the</strong> number <strong>of</strong> players. Let φ satisfies<strong>the</strong> two properties. For a game (N, v) with n players, let i ∈ N. Bypopulation-normalized consistency, for any j ∈ N \ i,φ j (N, v) =nn − 1 φ j(N \ i, v φ N\i ).By assumption, φ is efficient for games with less than n players. Thus,∑φ j (N, v) = ∑j∈Nj∈N\iBy definition, we have <strong>the</strong> desired result.nn − 1 φ j(N\i, v φ N\i )+φ i(N, v) =nn − 1 vφ N\i (N\i)+φ i(N, v).Theorem 4. The per-<strong>capita</strong> <strong>Shapley</strong> value is uniquely characterized by populationnormalizedconsistency and 1-standardness for two-person games.Pro<strong>of</strong>. Population-normalized consistency <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value is byLemma 5. 1-standardness for two-person games <strong>of</strong> it is straightforward. Wediscuss only <strong>the</strong> uniqueness.If |N| = 1, Lemma 6 and efficiency imply <strong>the</strong> uniqueness. In <strong>the</strong> case when|N| = 2, it is shown by 1-standardness for two person game. Let |N| = n > 2and assume that <strong>the</strong> two values coincides with each o<strong>the</strong>r if <strong>the</strong> number <strong>of</strong>players is less than n. We show <strong>the</strong> fact by an induction regarding <strong>the</strong> number<strong>of</strong> players. Take any {i, j} ⊊ N. By population-normalized consistency,andNow, by definition,φ i (N, v)nψ j (N, v)n= φ i({i, j}, v φ {i,j} ),2= ψ j({i, j}, v ψ {i,j} ).2⎛⎞v φ {i,j} (i) = 1 ⎝v(N \ j) −∑φ k (N \ j, v) ⎠n − 1k∈N\{i,j}⎛⎞= 1 ⎝v(N \ j) −∑ψ k (N \ j, v) ⎠ = v ψn − 1{i,j} (i).k∈N\{i,j}Similarly, v φ {i,j} (j) = vψ {i,j} (j). 10


Toge<strong>the</strong>r with 1-standardness for two-person games,φ i (N, v)n− φ j(N, v)= φ i({i, j}, v φ {i,j} )− φ j({i, j}, v φ {i,j} )n22= v φ {i,j} (i) − vφ {i,j} (j) = vψ {i,j} (i) − vψ {i,j} (j)= ψ i({i, j}, v ψ {i,j} )2− ψ j({i, j}, v ψ {i,j} )2= ψ i(N, v)nFix i ∈ N. Summing up <strong>the</strong> above equality for all j ∈ N \ i,n − 1nφ i(N, v) − ∑ 1n φ j(N, v) = n − 1nψ i(N, v) − ∑j∈N\ij∈N\i− ψ j(N, v).n1n ψ j(N, v).By efficiency, φ i (N, v) = ψ i (N, v). Therefore uniqueness is shown.For <strong>the</strong> independence <strong>of</strong> properties, φ 1 defined before satisfies populationnormalizedconsistency but not 1-standardness for two-person games. Any valuethat is equal to <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value for any game with less than threeplayers and is not equal to it for any game with more than or equal to threeplayers satisfies <strong>the</strong> latter property but not <strong>the</strong> former one.In <strong>the</strong> above, we characterized <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value by means <strong>of</strong>“normalized” consistency. However, by <strong>the</strong> following reduced game, we cancharacterize it by <strong>the</strong> genuine consistency.Let φ be a value. For any coalition S ⊆ N, we define ano<strong>the</strong>r reduced game(S, ṽ φ S) as follows: For any T ⊆ S with T ≠ ∅⎛⎞ṽ φ S (T ) = nt⎝v(T ∪ (N \ S)) −∑φ j (T ∪ (N \ S), v) ⎠s(t + n − s)j∈N\Sand ṽ φ S(∅) = 0. Comparing <strong>the</strong> reduced game we define in <strong>the</strong> earlier, it holdsthat ṽ φ S (T ) = n s vφ S(T ). By additivity <strong>of</strong> <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value, we obtainψ i (S, ṽ ψ S ) = n s ψ i(S, v ψ S ) = ψ i(N, v), and it is a genuine consistency.5 The per-<strong>capita</strong> <strong>Shapley</strong> value for land cornproduction economiesWe compare <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value with <strong>the</strong> <strong>Shapley</strong> value in two specificclasses <strong>of</strong> games: land corn production economies and claims problems.Land corn production economies (see <strong>Shapley</strong> and Shubik 1967) is productioneconomies with two types <strong>of</strong> agents. One is a landlord who owns <strong>the</strong> land thatis suitable for <strong>the</strong> production <strong>of</strong> corn but who does not want to work at his/herland. The o<strong>the</strong>r is a worker who does not own his/her land and who want towork at <strong>the</strong> land <strong>of</strong> landlord to produce corn. There is only one landlord and<strong>the</strong>re are m workers who are not differ in ability <strong>of</strong> <strong>the</strong> production. In orderto produce corn, both <strong>the</strong> land <strong>of</strong> landlord and workers are needed, and <strong>the</strong>amount <strong>of</strong> <strong>the</strong> production <strong>of</strong> corn depend only upon how many workers work.Thus, <strong>the</strong> amount <strong>of</strong> <strong>the</strong> production <strong>of</strong> corn is represented by a non-decreasingfunction f regarding <strong>the</strong> number <strong>of</strong> workers and f(0) = 0. A TU game with11


m + 1 players is obtained from a land corn production economy. In <strong>the</strong> game,if a coalition does not contain <strong>the</strong> landlord <strong>the</strong>n it produces nothing and if itcontains <strong>the</strong> landlord and s ∈ {0, 1, . . . , m} workers it produces f(s).The <strong>Shapley</strong> value allocates to <strong>the</strong> landlordand to each worker1m + 1m∑f(k),k=1f(m)m − 1m(m + 1)m∑f(k).k=1Fur<strong>the</strong>r, <strong>the</strong> <strong>Shapley</strong> value is a core allocation when f(k)kk = 1, . . . , m − 1.The per-<strong>capita</strong> <strong>Shapley</strong> value allocates to <strong>the</strong> landlordand to each workerf(m)mm∑k=1− 1 mf(k)k ,n∑k=1f(k)k .≤ f(m)mholds for anySimilarly, we can prove that <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value is a core allocationwhen <strong>the</strong> same condition holds. Moreover, since f(k)k> f(k)m+1for any k =1, . . . , m, <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value allocates <strong>the</strong> landlord more (workersless) than <strong>the</strong> <strong>Shapley</strong> value. Especially, if <strong>the</strong> production function exhibitsconstant marginal returns, that is, <strong>the</strong>re exist a non-negative real number a andf(k) = ka for any k = 1, . . . , m, <strong>the</strong> <strong>Shapley</strong> value allocates to <strong>the</strong> landlord<strong>the</strong> half <strong>of</strong> <strong>the</strong> production, f(m)2, and to each worker <strong>the</strong> equal division <strong>of</strong> <strong>the</strong>half <strong>of</strong> <strong>the</strong> production, f(m)2m, while <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value allocates to <strong>the</strong>landlord all <strong>of</strong> <strong>the</strong> production, f(m), and to each worker nothing. Note that inthis case, all workers are P-null players and thus <strong>the</strong>y obtain nothing.Claims problems (O’Neill 1982) are division problems for some amount <strong>of</strong>an infinitely divisible good among agents each <strong>of</strong> which possess a different right(claim) to be divided, but <strong>the</strong> amount <strong>of</strong> <strong>the</strong> good is not more (usually strictlyless) than <strong>the</strong> sum <strong>of</strong> all agents’ claims. Formally, let N be a set <strong>of</strong> agents andlet E ∈ N be an amount <strong>of</strong> a good to be divided. Each agent i ∈ N has itsclaim c i ∈ N and ∑ i∈N c i ≤ E.From claims problem, a TU game is obtained. In such a situation, playersS ⊆ N surely obtain <strong>the</strong> amount 0 or <strong>the</strong> rest <strong>of</strong> <strong>the</strong> amount <strong>of</strong> <strong>the</strong> goods whenplayers o<strong>the</strong>r than S obtain <strong>the</strong>ir claims. That is,v c (S) = max{0, E − ∑c i }.i∈N\SThe <strong>Shapley</strong> value defined on (N, v c ) is one <strong>of</strong> a well-investigated division rulein claims problems. For example, let N = {1, 2, 3}, (c 1 , c 2 , c 3 ) = (100, 200, 300),and E = 100, <strong>the</strong>n <strong>the</strong> <strong>Shapley</strong> value vector is ( 1003 , 1003 , 1003). In case E = 300and 500, <strong>the</strong>n <strong>the</strong> <strong>Shapley</strong> value vectors are (50, 100, 150) and ( 4006 , 11006 , 15006 ),12


espectively. While, <strong>the</strong> per-<strong>capita</strong> <strong>Shapley</strong> value vectors for each <strong>of</strong> <strong>the</strong> casesE = 100, 300, 500 are ( 1003 , 1003 , 1001753), (25, 100, 75) and, (−3 , 5003 , 11753), respectively.Therefore, as <strong>the</strong> amount <strong>of</strong> goods to be divided increases, <strong>the</strong> per-<strong>capita</strong><strong>Shapley</strong> value allocates more to an agent whose claim is greater than <strong>the</strong> usual<strong>Shapley</strong> value does.Acknowledgements: The author thank Youngsub Chun and Yukihiko Funakifor <strong>the</strong>ir helpful comments and discussions. Remaining errors are my ownresponsibility.ReferencesBrink R, van den (2007) Null or nullifying players: The difference between<strong>the</strong> <strong>Shapley</strong> value and equal division solutions. Journal <strong>of</strong> Economic Theory136:767–775Brink R van den, Funaki Y (2008) Axiomatization and implementation <strong>of</strong> discounted<strong>Shapley</strong> values. Tinbergen Institute Discussion Paper 2010-065/1Tinbergen Institute and VU University, AmsterdamDriessen T, Radzik T (2002) A weighted pseudo-potential approach to valuesfor TU-games. International Transactions in Operational Research 9:303–320Hart S, Mas-Colell A (1989) Potential, value and consistency. Econometrica57:589–614Kamijo Y, <strong>Kongo</strong> T (2012) Whose deletion does not affect your pay<strong>of</strong>f? Thedifference between <strong>the</strong> <strong>Shapley</strong> value, <strong>the</strong> egalitarian value, <strong>the</strong> solidarityvalue, and <strong>the</strong> Banzhaf value. European Journal <strong>of</strong> Operational Research216:638–646Myerson RB (1980) Conference structures and fair allocation rules. InternationalJournal <strong>of</strong> Game Theory 9:169–182Nowak AS, Radzik T (1994) A solidarity value for n-person transferable utilitygames. International Journal <strong>of</strong> Game Theory 23:43–48O’Neill B (1982) A problem <strong>of</strong> rights arbitration from <strong>the</strong> Talmud. Ma<strong>the</strong>maticalSocial Sciences 2:345–371<strong>Shapley</strong> LS (1953) A value for n-person games. In: H. Kuhn, A. Tucker (Eds.),Contributions to <strong>the</strong> Theory <strong>of</strong> Games II. Princeton University Press, Princeton,pages 307–317.<strong>Shapley</strong> LS, Shubik M (1967) Ownership and <strong>the</strong> production function. QuarterlyJournal <strong>of</strong> Economics 81:88-11113

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