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arXiv 1702.04449cs.SIphysics.soc-ph
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将社会组织建模为通信网络

Modeling Social Organizations as Communication Networks

David Wolpert, Justin Grana, Brendan Tracey, Tim Kohler, Artemy Kolchinsky

摘要:

我们将人类社会群体的“组织”定义为该群体内的通信网络。然后,我们介绍了三种理论方法来分析决定人类组织结构的因素。所有这三种方法都采用了群体选择的观点,使该集团的网络结构是(近似)最优的,在社会群体内的代理人的信息处理的限制,和整个集团的外生福利功能。在第一种方法中,我们使用一个新的子领域的电信理论称为网络编码,并专注于福利功能,涉及到组织的能力,在代理之间传递信息。在第二种方法中,我们专注于组织内的代理人必须分配他们未来的通信资源时,未来环境的状态是不确定的情况。我们展示了如何用线性规划来解决这个问题。在第三种方法中,我们引入了一个信息综合问题,在该问题中,代理人在一个组织内接收来自各种来源的信息,必须决定如何转换这些信息,并将结果传输到组织中的其他代理人。我们建议利用神经网络的计算能力来解决这些问题。这三种方法将人类学、考古学、经济学和心理学等领域的工作形式化和综合化,这些领域涉及组织结构、企业理论、控制范围和对沟通的认知限制。

英文摘要:

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, archeology, economics and psychology that deal with organization structure, theory of the firm, span of control and cognitive limits on communication.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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