Group-in-the-loop: Architecture For Harnessing and Creating Collective Intelligence


Haider, Sayed Nafiz and Haw, Su Cheng and Chua, Fang Fang (2017) Group-in-the-loop: Architecture For Harnessing and Creating Collective Intelligence. In: Proceedings of the 6 th International Conference on Computing and Informatics, ICOCI 2017. Universiti Utara Malaysia, pp. 511-516.

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As pervasive computing is becoming more pervasive and new ways to collaborate are emerging, humans and algorithms are cocreating "Collective intelligence". Moreover, human can deliver at points where automatic machine learning algorithms fail. In the light of this context, the need for new tools and techniques is becoming apparent to harness the collective intelligence more effectively. In this paper, we investigate different approaches to utilize the collective intelligence in computer aided collaborative works. We reviewed recent works on the human-in-the-loop approach to artificial intelligence and proposed an architecture that uses scaled up version of human-in-the-loop approach, "Group-in-the-loop".

Item Type: Book Section
Uncontrolled Keywords: Swarm intelligence, Human-in-the-loop, collective intelligence, recommender system, group-in-the-loop, collaborative work
Subjects: Q Science > Q Science (General) > Q300-390 Cybernetics
Divisions: Faculty of Computing and Informatics (FCI)
Depositing User: Ms Rosnani Abd Wahab
Date Deposited: 05 Nov 2020 17:45
Last Modified: 05 Nov 2020 17:45


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