Collective hybrid intelligence: towards a conceptual framework. Issue 2 (30th August 2019)
- Record Type:
- Journal Article
- Title:
- Collective hybrid intelligence: towards a conceptual framework. Issue 2 (30th August 2019)
- Main Title:
- Collective hybrid intelligence: towards a conceptual framework
- Authors:
- Moradi, Morteza
Moradi, Mohammad
Bayat, Farhad
Nadjaran Toosi, Adel - Abstract:
- Abstract : Purpose: Human or machine, which one is more intelligent and powerful for performing computing and processing tasks? Over the years, researchers and scientists have spent significant amounts of money and effort to answer this question. Nonetheless, despite some outstanding achievements, replacing humans in the intellectual tasks is not yet a reality. Instead, to compensate for the weakness of machines in some (mostly cognitive) tasks, the idea of putting human in the loop has been introduced and widely accepted. In this paper, the notion of collective hybrid intelligence as a new computing framework and comprehensive. Design/methodology/approach: According to the extensive acceptance and efficiency of crowdsourcing, hybrid intelligence and distributed computing concepts, the authors have come up with the (complementary) idea of collective hybrid intelligence. In this regard, besides providing a brief review of the efforts made in the related contexts, conceptual foundations and building blocks of the proposed framework are delineated. Moreover, some discussion on architectural and realization issues are presented. Findings: The paper describes the conceptual architecture, workflow and schematic representation of a new hybrid computing concept. Moreover, by introducing three sample scenarios, its benefits, requirements, practical roadmap and architectural notes are explained. Originality/value: The major contribution of this work is introducing the conceptualAbstract : Purpose: Human or machine, which one is more intelligent and powerful for performing computing and processing tasks? Over the years, researchers and scientists have spent significant amounts of money and effort to answer this question. Nonetheless, despite some outstanding achievements, replacing humans in the intellectual tasks is not yet a reality. Instead, to compensate for the weakness of machines in some (mostly cognitive) tasks, the idea of putting human in the loop has been introduced and widely accepted. In this paper, the notion of collective hybrid intelligence as a new computing framework and comprehensive. Design/methodology/approach: According to the extensive acceptance and efficiency of crowdsourcing, hybrid intelligence and distributed computing concepts, the authors have come up with the (complementary) idea of collective hybrid intelligence. In this regard, besides providing a brief review of the efforts made in the related contexts, conceptual foundations and building blocks of the proposed framework are delineated. Moreover, some discussion on architectural and realization issues are presented. Findings: The paper describes the conceptual architecture, workflow and schematic representation of a new hybrid computing concept. Moreover, by introducing three sample scenarios, its benefits, requirements, practical roadmap and architectural notes are explained. Originality/value: The major contribution of this work is introducing the conceptual foundations to combine and integrate collective intelligence of humans and machines to achieve higher efficiency and (computing) performance. To the best of the authors' knowledge, this the first study in which such a blessing integration is considered. Therefore, it is believed that the proposed computing concept could inspire researchers toward realizing such unprecedented possibilities in practical and theoretical contexts. … (more)
- Is Part Of:
- International journal of crowd science. Volume 3:Issue 2(2019)
- Journal:
- International journal of crowd science
- Issue:
- Volume 3:Issue 2(2019)
- Issue Display:
- Volume 3, Issue 2 (2019)
- Year:
- 2019
- Volume:
- 3
- Issue:
- 2
- Issue Sort Value:
- 2019-0003-0002-0000
- Page Start:
- 198
- Page End:
- 220
- Publication Date:
- 2019-08-30
- Subjects:
- Crowdsourcing -- Human computation -- Autonomous control -- Collective machine intelligence -- Human–machine collaboration -- Hybrid intelligence
Human-computer interaction -- Periodicals
Human computation -- Periodicals
Cooperating objects (Computer systems) -- Periodicals
621.3984 - Journal URLs:
- http://www.emeraldinsight.com/loi/ijcs ↗
https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=9736195 ↗
http://www.emeraldinsight.com/ ↗ - DOI:
- 10.1108/IJCS-03-2019-0012 ↗
- Languages:
- English
- ISSNs:
- 2398-7294
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11777.xml