Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model
Emotional cellular (EC), proposed in our previous works, is a kind of semantic cell that contains kernel and shell and the kernel is formalized by a triple- L = <P, d, δ>, where P denotes a typical set of positive examples relative to word-L, d is a pseudodistance measure on emotional two-dim...
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| Format: | Article |
| Language: | English |
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Wiley
2012-01-01
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| Series: | Journal of Applied Mathematics |
| Online Access: | http://dx.doi.org/10.1155/2012/385079 |
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| author | Fuqian Shi Jiang Xu Shouqian Sun |
| author_facet | Fuqian Shi Jiang Xu Shouqian Sun |
| author_sort | Fuqian Shi |
| collection | DOAJ |
| description | Emotional cellular (EC), proposed in our previous works, is a kind of semantic cell that contains kernel and shell and the kernel is formalized by a triple- L = <P, d, δ>, where P denotes a typical set of positive examples relative to word-L, d is a pseudodistance measure on emotional two-dimensional space: valence-arousal, and δ is a probability density function on positive real number field. The basic idea of EC model is to assume that the neighborhood radius of each semantic concept is uncertain, and this uncertainty will be measured by one-dimensional density function δ. In this paper, product form features were evaluated by using ECs and to establish the product style database, fuzzy case based reasoning (FCBR) model under a defined similarity measurement based on fuzzy nearest neighbors (FNN) incorporating EC was applied to extract product styles. A mathematical formalized inference system for product style was also proposed, and it also includes uncertainty measurement tool emotional cellular. A case study of style acquisition of mobile phones illustrated the effectiveness of the proposed methodology. |
| format | Article |
| id | doaj-art-3d6e942cd3694ed3a6374baff2e04ea2 |
| institution | Kabale University |
| issn | 1110-757X 1687-0042 |
| language | English |
| publishDate | 2012-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Applied Mathematics |
| spelling | doaj-art-3d6e942cd3694ed3a6374baff2e04ea22025-02-03T06:07:59ZengWileyJournal of Applied Mathematics1110-757X1687-00422012-01-01201210.1155/2012/385079385079Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular ModelFuqian Shi0Jiang Xu1Shouqian Sun2Department of Information and Engineering, Wenzhou Medical College, Wenzhou 325035, ChinaSchool of Mechanical Engineering, Southeast University, Nanjing 211189, ChinaModern Industrial Design Institute, Zhejiang University, Hangzhou 310027, ChinaEmotional cellular (EC), proposed in our previous works, is a kind of semantic cell that contains kernel and shell and the kernel is formalized by a triple- L = <P, d, δ>, where P denotes a typical set of positive examples relative to word-L, d is a pseudodistance measure on emotional two-dimensional space: valence-arousal, and δ is a probability density function on positive real number field. The basic idea of EC model is to assume that the neighborhood radius of each semantic concept is uncertain, and this uncertainty will be measured by one-dimensional density function δ. In this paper, product form features were evaluated by using ECs and to establish the product style database, fuzzy case based reasoning (FCBR) model under a defined similarity measurement based on fuzzy nearest neighbors (FNN) incorporating EC was applied to extract product styles. A mathematical formalized inference system for product style was also proposed, and it also includes uncertainty measurement tool emotional cellular. A case study of style acquisition of mobile phones illustrated the effectiveness of the proposed methodology.http://dx.doi.org/10.1155/2012/385079 |
| spellingShingle | Fuqian Shi Jiang Xu Shouqian Sun Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model Journal of Applied Mathematics |
| title | Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model |
| title_full | Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model |
| title_fullStr | Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model |
| title_full_unstemmed | Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model |
| title_short | Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model |
| title_sort | fuzzy case based reasoning in product style acquisition incorporating valence arousal based emotional cellular model |
| url | http://dx.doi.org/10.1155/2012/385079 |
| work_keys_str_mv | AT fuqianshi fuzzycasebasedreasoninginproductstyleacquisitionincorporatingvalencearousalbasedemotionalcellularmodel AT jiangxu fuzzycasebasedreasoninginproductstyleacquisitionincorporatingvalencearousalbasedemotionalcellularmodel AT shouqiansun fuzzycasebasedreasoninginproductstyleacquisitionincorporatingvalencearousalbasedemotionalcellularmodel |