Back to Search
Start Over
Fuzzy Case-Based Reasoning in Product Style Acquisition Incorporating Valence-Arousal-Based Emotional Cellular Model
- Source :
- J. Appl. Math., Journal of Applied Mathematics, Vol 2012 (2012)
- Publication Year :
- 2012
- Publisher :
- Hindawi Limited, 2012.
-
Abstract
- 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>, wherePdenotes a typical set of positive examples relative to word-L,dis a pseudodistance measure on emotional two-dimensional space: valence-arousal, andδis 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 functionδ. 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.
- Subjects :
- Typical set
Article Subject
business.industry
lcsh:Mathematics
Applied Mathematics
Probability density function
lcsh:QA1-939
Machine learning
computer.software_genre
Measure (mathematics)
Fuzzy logic
Field (computer science)
Kernel (statistics)
Product (mathematics)
Similarity (psychology)
Artificial intelligence
business
computer
Mathematics
Subjects
Details
- ISSN :
- 16870042 and 1110757X
- Volume :
- 2012
- Database :
- OpenAIRE
- Journal :
- Journal of Applied Mathematics
- Accession number :
- edsair.doi.dedup.....ff3060733bdf7baeab53882a62c16a7b