Modeling Social Organizations as Communication Networks

نویسندگان

  • David H. Wolpert
  • Justin Grana
  • Brendan Tracey
  • Tim Kohler
  • Artemy Kolchinsky
چکیده

We identify the “organization” of a human social group as the communication network(s) within that group. We then introduce three theoretical approaches to analyzing what determines the structures of human organizations. All three approaches adopt a group-selection perspective, so that the group’s network structure is (approximately) optimal, given the information-processing limitations of agents within the social group, and the exogenous welfare function of the overall group. In the first approach we use a new sub-field of telecommunications theory called network coding, and focus on a welfare function that involves the ability of the organization to convey information among the agents. In the second approach we focus on a scenario where agents within the organization must allocate their future communication resources when the state of the future environment is uncertain. We show how this formulation can be solved with a linear program. In the third approach, we introduce an information synthesis problem in which agents within an organization receive information from various sources and must decide how to transform such information and transmit the results to other agents in the organization. We propose leveraging the computational power of neural networks to solve such problems. These three approaches formalize and synthesize work in fields including anthropology, archaeology, economics and psychology that deal with organization structure, theory of the firm, span of control and cognitive limits on communication. “Few students of human social dynamics doubt that nations, firms, bands and other groups are subject to selective pressures . . . group competition may explain the success of social arrangements.” — [Bowles and Gintis, 2011] 1 ar X iv :1 70 2. 04 44 9v 1 [ cs .S I] 1 5 Fe b 20 17 “Truly, among Man’s innovations, the use of organization to accomplish his ends is among both his greatest and his earliest. But it is perhaps only in our era, and even then haltingly, that the rational design of organization has become an object of inquiry.” — [Arrow, 1964]

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عنوان ژورنال:
  • CoRR

دوره abs/1702.04449  شماره 

صفحات  -

تاریخ انتشار 2017