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- W2181874026 abstract "We discuss the concept of Heterarchy, understood in the social sciences as a model of complex, adaptive human organizations capable of evolving in rapidly changing environments. We observe that heterarchies tend to lead to control hierarchies, because as complex adaptive systems that make use of tags, emergent levels of behavior and control are expected to occur. Given that tags play a fundamental role in heterarchies, we propose that they can make good use of adaptive webs as a communication fabric to manage and co-evolve the knowledge traded with their communities of members and users. A recomme ndation system named TalkMine is then presented to advance adaptive web technology for heterarchies. TalkMine leads different information resources to learn new and adapt existing keywords to the categories recognized by its communities of users. It uses distributed artificial intelligence algorithms and is currently being implemented for the research library of the Los Alamos National Laboratory (http://arp.lanl.gov). TalkMine is based on the integration of evidence from users and several distributed knowledge networks using Evidence Sets, an extension of fuzzy sets. The interest of users is further fine-tuned by a human-machine conversation algorithm used for uncertainty reduction. Finally, the collective behavior of users of the system (agents) is employed to adapt the knowledge bases of queried information resources. This adaptation allows information resources to respond well to the evolving expectations of users. Finally, we further describe the necessary mechanisms to automa tically identify communities of practice in heterarchies endowed with adaptive webs. This identification is essential to decide whether a given member belongs to a particular community, which facilitates the control of a heterarchy in an emergent control hierarchy." @default.
- W2181874026 created "2016-06-24" @default.
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- W2181874026 date "2001-01-01" @default.
- W2181874026 modified "2023-09-27" @default.
- W2181874026 title "Adaptive Webs for Heterarchies with Diverse Communities of Users 1" @default.
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