A New Interval-based Method for Handling Non-Monotonic Information
The focus of this paper is on handling non-monotone information in the modelling process of a single-input target monotone system. On one hand, the monotonicity property is a piece of useful prior (or additional) information which can be exploited for modelling of a monotone target system. On the o...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2014
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| Online Access: | http://ir.unimas.my/id/eprint/5181/ http://ir.unimas.my/id/eprint/5181/1/a%20new%20interval-based%20method%20for%20handling%20non-monotonic%20information%20%28abstract%29.pdf |
| _version_ | 1848835601584881664 |
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| author | Yi, Wen Kerk Kai, Meng Tay Chee, Peng Lim |
| author_facet | Yi, Wen Kerk Kai, Meng Tay Chee, Peng Lim |
| author_sort | Yi, Wen Kerk |
| building | UNIMAS Institutional Repository |
| collection | Online Access |
| description | The focus of this paper is on handling non-monotone information in the modelling process of a single-input target monotone system. On one hand, the monotonicity property is a piece of useful prior (or additional)
information which can be exploited for modelling of a monotone target system. On the other hand, it is difficult to model a monotone system if the available information is not monotonically-ordered. In this paper, an interval-based method for analysing non-monotonically ordered information is proposed. The applicability of the proposed method to handling a non-monotone function, a non-monotone data set, and an incomplete and/or non-monotone fuzzy rule base is presented. The upper and lower bounds of the interval are firstly defined. The region governed by the interval is explained as a overage measure. The coverage size represents uncertainty pertaining to the available information. The proposed approach constitutes a new method to transform non-monotonic information to interval-valued monotone system. The proposed interval-based method to handle an incomplete and/or non-monotone fuzzy rule base constitutes a new fuzzy reasoning approach. |
| first_indexed | 2025-11-15T06:10:28Z |
| format | Article |
| id | unimas-5181 |
| institution | Universiti Malaysia Sarawak |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T06:10:28Z |
| publishDate | 2014 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | unimas-51812015-03-11T04:32:21Z http://ir.unimas.my/id/eprint/5181/ A New Interval-based Method for Handling Non-Monotonic Information Yi, Wen Kerk Kai, Meng Tay Chee, Peng Lim A11 Universiti Malaysia Sarawak-- Periodicals --Journal. TA Engineering (General). Civil engineering (General) The focus of this paper is on handling non-monotone information in the modelling process of a single-input target monotone system. On one hand, the monotonicity property is a piece of useful prior (or additional) information which can be exploited for modelling of a monotone target system. On the other hand, it is difficult to model a monotone system if the available information is not monotonically-ordered. In this paper, an interval-based method for analysing non-monotonically ordered information is proposed. The applicability of the proposed method to handling a non-monotone function, a non-monotone data set, and an incomplete and/or non-monotone fuzzy rule base is presented. The upper and lower bounds of the interval are firstly defined. The region governed by the interval is explained as a overage measure. The coverage size represents uncertainty pertaining to the available information. The proposed approach constitutes a new method to transform non-monotonic information to interval-valued monotone system. The proposed interval-based method to handle an incomplete and/or non-monotone fuzzy rule base constitutes a new fuzzy reasoning approach. IEEE 2014 Article PeerReviewed text en http://ir.unimas.my/id/eprint/5181/1/a%20new%20interval-based%20method%20for%20handling%20non-monotonic%20information%20%28abstract%29.pdf Yi, Wen Kerk and Kai, Meng Tay and Chee, Peng Lim (2014) A New Interval-based Method for Handling Non-Monotonic Information. 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). |
| spellingShingle | A11 Universiti Malaysia Sarawak-- Periodicals --Journal. TA Engineering (General). Civil engineering (General) Yi, Wen Kerk Kai, Meng Tay Chee, Peng Lim A New Interval-based Method for Handling Non-Monotonic Information |
| title | A New Interval-based Method for Handling Non-Monotonic Information |
| title_full | A New Interval-based Method for Handling Non-Monotonic Information |
| title_fullStr | A New Interval-based Method for Handling Non-Monotonic Information |
| title_full_unstemmed | A New Interval-based Method for Handling Non-Monotonic Information |
| title_short | A New Interval-based Method for Handling Non-Monotonic Information |
| title_sort | new interval-based method for handling non-monotonic information |
| topic | A11 Universiti Malaysia Sarawak-- Periodicals --Journal. TA Engineering (General). Civil engineering (General) |
| url | http://ir.unimas.my/id/eprint/5181/ http://ir.unimas.my/id/eprint/5181/1/a%20new%20interval-based%20method%20for%20handling%20non-monotonic%20information%20%28abstract%29.pdf |