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Trustworthy distributed intelligence for smart cities |
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| Author: | Liu, Xiaoli1; Tamminen, Satu2; Tarkoma, Sasu1; |
| Organizations: |
1University of Helsinki, Helsinki, Finland 2University of Oulu, Oulu, Finland 3Norwegian University of Science and Technology, Gjøvik, Norway |
| Format: | article |
| Version: | accepted version |
| Access: | open |
| Online Access: | PDF Full Text (PDF, 0.4 MB) |
| Persistent link: | http://urn.fi/urn:nbn:fi-fe2023042037812 |
| Language: | English |
| Published: |
Institute of Electrical and Electronics Engineers,
2022
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| Publish Date: | 2023-04-20 |
| Description: |
AbstractThe future of smart cities has been significantly impacted by Internet of Things (IoT) and distributed intelligence, where a large scale of data are collected from massive amounts of heterogeneous devices and distributed intelligence brings storage, computing, and Artificial Intelligence (AI) functionality close to the end devices where data are generated for providing novel services and applications. However, AI empowered systems face many challenges due to the inscrutability of complex AI models which weakens the trust of users. This paper provides a general understanding of the underlying concepts and challenges in trustworthy distributed intelligence. A use case of district heating network is illustrated to explore the proposed concepts, technologies, and challenges for enabling trustworthy distributed intelligence for smart cities. see all
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| Series: |
IEEE International Conference on Data Engineering workshop |
| ISSN: | 1943-2895 |
| ISSN-E: | 2473-3490 |
| ISSN-L: | 1943-2895 |
| ISBN: | 978-1-6654-8104-5 |
| ISBN Print: | 978-1-6654-8105-2 |
| Pages: | 60 - 65 |
| DOI: | 10.1109/icdew55742.2022.00013 |
| OADOI: | https://oadoi.org/10.1109/icdew55742.2022.00013 |
| Host publication: |
2022 IEEE 38th International Conference on Data Engineering Workshops (ICDEW) |
| Conference: |
IEEE International Conference on Data Engineering Workshops |
| Type of Publication: |
A4 Article in conference proceedings |
| Field of Science: |
213 Electronic, automation and communications engineering, electronics 113 Computer and information sciences |
| Subjects: | |
| Copyright information: |
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