基于决策视角的动态、情境感知的知识迁移和学习模型

Evelina Giacchi, A. L. Corte, E. D. Pietro
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引用次数: 4

摘要

在社交网络中发生的所有过程都具有动态性、复杂性和情境依赖性。涉及知识的过程具有这些特征。知识的内在特征是它在网络中所能产生的价值,这是由于它的恒定和连续的增长速度。在异构网络中,并非所有节点都具有相似的知识水平。此外,并非所有的联系都具有同样的重要性。为了将知识视为一种资源而不是一种障碍,节点可以单独决定向谁转移知识。使用上下文感知的决策视角,并将每个节点视为必须在特定上下文中决定是否接受转移的决策者,这将有助于理解某些机制和行为模式是如何以及为什么产生的。在本文中,该模型将知识转移过程视为一个决策过程,其中每个备选方案,即想要转移知识的节点中的一个,基于知识距离和置信度两个标准进行评估。它们的值根据所转移知识的质量在每个时间步动态更新。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Dynamic and Context-aware Model of Knowledge Transfer and Learning using a Decision Making Perspective
All the processes taking place in a social network are characterised by dynamism, complexity and contextdependence. Processes involving knowledge have these features. The intrinsic characteristic of knowledge is represented by the value that it can generate in a network, due to its constant and continuous rate of growth. In a heterogeneous network not all the nodes have similar knowledge levels. Furthermore, not all the connections have the same importance. In order to consider knowledge as a resource and not as an obstacle, it is admittable that nodes can decide individually with whom transfer knowledge. Using a context-aware decision making perspective and considering each single node as a decision maker that has to decide in a particular context whether accept the transfer or not, it will be helpful to understand how and why certain mechanisms and behavioural patterns arise. In this paper, the proposed model considers the process of knowledge transfer as a decision making one, where each alternative, one of the nodes neighbor that wants to transfer knowledge, has an evaluation on the basis of two criteria, knowledge distance and confidence. Their values are dynamically updated at each time step on the basis of the quality of the knowledge transferred.
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