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經濟學 1971

隔離的動態模型

托馬斯·謝林

哪怕只是溫和的個人偏好,經由人群相乘,也能把一座混居的城市,推向涇渭分明的隔離。

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In depth · the introduction

模型裡沒有一個人是偏執狂——城市卻仍舊乾淨俐落地一分為二。這道鴻溝,就是那個發現。

核心想法

設想一群兩種人,散落在一張棋盤上。每個人都很隨和:在混居的地方住得很舒服,只有當自己家門口附近成了小小的少數派時才會不安——比方說,緊鄰的鄰居裡,同類不到三分之一。一旦誰感到不安,就搬到最近的、不再不安的位置。規則,全部如此。

跑起來,混居的棋盤便慢慢把自己分揀成大片的一種、與大片的另一種,中間隔著清晰的邊界。最令人驚訝的,是這效應之大:最終的分離,遠比任何一個人曾經想要的更為極端。

一盤用硬幣玩的棋

哈佛的經濟學家托馬斯·謝林,在 1969 至 1971 年前後想通了這件事——而且,是出了名地用手算的。他把一分與一角的硬幣擺在棋盤上,給每枚硬幣一條簡單規則,規定牠需要多少同類鄰居,再把不滿意的硬幣一枚枚挪到附近的空格,反反覆覆。他眼看著一片「胡椒鹽」般的混合,坍縮成涇渭分明的領地。最初的實驗裡並沒有計算機;這份驚奇,是在一張桌面棋盤上湧現的,此後又在每一台計算機上被重現。

它為何重要

它斬斷了一個人們以為牢不可破的聯繫——以為一個隔離的社會,必由懷有偏見的個體構成。謝林表明,哪怕是一群寬容的人,每個人都甘願做少數派,也能僅僅因為「誰在何時搬家」的數學,而跌入尖銳的分離。這一課是雙向的:隔離可以在無人有意的情況下延續,而溫和的個人願望,能複合成嚴酷的群體事實。而同樣的形狀——微小的個人選擇、出人意料的群體形態——遠不止出現在居住一事上。

像一場沒人在奔跑的緩慢踩踏

想像一個半滿的劇場,每個人只想身邊有幾張熟悉的面孔。一個人挪了挪座位,去靠近幾位與自己相似的人;這便空出一個座、擠了另一個座,推著下一個人也挪動,再下一個。沒有誰在衝向出口,可一座接一座,觀眾把自己分揀成了一團團。單看任何一次挪動,都不起眼——但整個劇場,最終被安排成了一種沒有人選擇的樣子。

一張方格棋盤,方格有靛藍、琥珀兩色,再加上少量空格,起初徹底混居。一個滑塊設定每個方格要求多少同色鄰居;按下執行,不滿意的方格便一輪一輪地跳到最近的、能讓自己滿意的空格,直到整盤重組為帶清晰邊界的大片單色區域。讀數顯示滿意方格的比例,以及一個最終遠高於各方格所提要求的隔離指數。

它身在何處

謝林的棋盤,是如今所謂「湧現」的一個奠基範例——簡單的局部規則,如何造出複雜的全局圖案,這正是貫穿康威「生命遊戲」與統計物理的同一主題。它幫助開啟了「基於主體的建模」與複雜性經濟學這門領域,也為他贏得了 2005 年諾貝爾經濟學獎的一份。下一次你聽到「臨界點」這個詞,它便可追溯到這項工作。

The original document
Original source text
Thomas C. Schelling · Journal of Mathematical Sociology, Vol. 1 (1971), pp. 143–186
The question
People get separated along many lines and in many ways.
Schelling opens by cataloguing the axes of separation — sex, age, income, language, religion, colour — and by distinguishing its causes. Some segregation is imposed by organizations; some is deliberately organized; and some, he notes, “results from the interplay of individual choices that discriminate.” It is this last, decentralized kind — no authority, no conspiracy, only many small personal moves — that the paper sets out to model.
Two models
The first is the spatial proximity model: agents of two kinds sit on a line or a checkerboard, each content only if a high-enough fraction of its near neighbours share its kind, and each discontented agent moving to the nearest spot that satisfies it. The second is the bounded neighbourhood model — the “tipping” model — in which agents share one common area and differ in how large a minority of the other kind they will tolerate; departures shift the ratio against those who stay, so a neighbourhood can flip wholesale from mixed to uniform.
The surprise
The systemic effects are overwhelming: there is no simple correspondence of individual incentive to collective results. Exaggerated separation and patterning result from the dynamics of movement.
Worked by hand with coins on a board, the mixed start collapses into broad single-colour regions even though every agent was willing to be a local minority. The aggregate segregation is far more extreme than any individual demanded — the macro-pattern is an amplification of the micro-motive, not a mirror of it.
[ … ]
Journal of Mathematical Sociology · 1971