A cloud‐based and web‐based group decision support system in multilingual environment with hesitant fuzzy linguistic preference relations. Issue 8 (28th December 2021)
- Record Type:
- Journal Article
- Title:
- A cloud‐based and web‐based group decision support system in multilingual environment with hesitant fuzzy linguistic preference relations. Issue 8 (28th December 2021)
- Main Title:
- A cloud‐based and web‐based group decision support system in multilingual environment with hesitant fuzzy linguistic preference relations
- Authors:
- Liu, Zixu
Han, Junyi
Meng, Fanlin
Liao, Huchang - Abstract:
- Abstract: Due to the growing needs in decision‐making under uncertainty, existing studies introduced consistency and consensus‐driven algorithms for group decision‐making (GDM) problems with hesitant fuzzy linguistic preference relations (HFLPRs). A decision support system (DSS) that can host these GDM algorithms to provide decision‐support services or tools for practical use is urgently needed. However, the state‐of‐the‐art architectures cannot organize these algorithms and related data to run within one framework. This is mainly due to the running environments for these GDM algorithms are different since these algorithms were not originally designed to be compatible. Given the multilingual consistency and consensus‐based decision support algorithms, how to design and implement a cloud‐based DSS in a multilingual environment is still an open question. To fill this gap, this paper provides a web‐based and cloud‐based DSS with a novel architecture that utilizes the advantages of microservices. The proposed system implements a multilingual support framework to dynamically upload, manage and run multilingual consistency and consensus‐based decision support algorithms. An algorithm recommendation module is developed to help users choose suitable decision support algorithms. Tokenization is applied to deal with regulatory issues of knowledge protection, data privacy, and security while storing, analyzing, and transforming data into different algorithms for effectiveAbstract: Due to the growing needs in decision‐making under uncertainty, existing studies introduced consistency and consensus‐driven algorithms for group decision‐making (GDM) problems with hesitant fuzzy linguistic preference relations (HFLPRs). A decision support system (DSS) that can host these GDM algorithms to provide decision‐support services or tools for practical use is urgently needed. However, the state‐of‐the‐art architectures cannot organize these algorithms and related data to run within one framework. This is mainly due to the running environments for these GDM algorithms are different since these algorithms were not originally designed to be compatible. Given the multilingual consistency and consensus‐based decision support algorithms, how to design and implement a cloud‐based DSS in a multilingual environment is still an open question. To fill this gap, this paper provides a web‐based and cloud‐based DSS with a novel architecture that utilizes the advantages of microservices. The proposed system implements a multilingual support framework to dynamically upload, manage and run multilingual consistency and consensus‐based decision support algorithms. An algorithm recommendation module is developed to help users choose suitable decision support algorithms. Tokenization is applied to deal with regulatory issues of knowledge protection, data privacy, and security while storing, analyzing, and transforming data into different algorithms for effective decision‐making. An expert feedback study verified that our web and cloud‐based DSS is a right artifact to fulfill the objective claimed in this paper. … (more)
- Is Part Of:
- International journal of intelligent systems. Volume 37:Issue 8(2022)
- Journal:
- International journal of intelligent systems
- Issue:
- Volume 37:Issue 8(2022)
- Issue Display:
- Volume 37, Issue 8 (2022)
- Year:
- 2022
- Volume:
- 37
- Issue:
- 8
- Issue Sort Value:
- 2022-0037-0008-0000
- Page Start:
- 5186
- Page End:
- 5216
- Publication Date:
- 2021-12-28
- Subjects:
- cloud computing -- decision support system -- group decision making -- hesitant fuzzy linguistic preference relation -- pod‐based architecture
Artificial intelligence -- Periodicals
Expert systems (Computer science) -- Periodicals
Intelligence artificielle -- Périodiques
Systèmes experts (Informatique) -- Périodiques
006.3 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1098-111X ↗
https://www.hindawi.com/journals/ijis ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/int.22789 ↗
- Languages:
- English
- ISSNs:
- 0884-8173
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.310500
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22123.xml