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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
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- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.7 No.2
- 발행연도
- 2007.6
- 수록면
- 132 - 137 (6page)
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초록· 키워드
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Experimental software data capturing the essence of software projects (expressed e.g., in terms of their complexity and development time) have been a subject of intensive modeling. In this study, we introduce a new category of Hybrid Fuzzy Neural Networks (gHFNN) and discuss their comprehensive design methodology. The gHFNN architecture results from highly synergistic linkages between Fuzzy Neural Networks (FNN) and Polynomial Neural Networks (PNN). We develop a rule-based model consisting of a number of "if-then" statements whose antecedents are formed in the input space and linked with the consequents (conclusion parts) formed in the output space. In this framework, FNNs contribute to the formation of the premisepart of the overall network structure of the gHFNN. The consequences of the rules are designed with the aid of genetically endowed PNNs. The experiments reported in this study deal with well-known software data such as the NASA dataset. In comparison with the previously discussed approaches, the proposed self-organizing networks are more accurate and yield significant generalization abilities.
목차
Abstract
1. Introduction
2. Conventional Hybrid Fuzzy Neural Networks (HFNN)
3. The architecture and design procedure of the gHFN
4. Experimental studies
5. Conclusion
References
참고문헌 (12)
참고문헌 신청
1. [학술지(정기간행물)] - / 1998 / Computational Intelligence
2. [학술지(정기간행물)] - / 1998 / Computational Intelligence in Software Engineering.
3. [학술지(정기간행물)] - / 2003 / Hybrid Identification in Fuzzy-Neural Networks. 138 (2) : 399 ~ 426
4. [학술지(정기간행물)] - / 2003 / Polynomial Neural Networks Architecture: Analysis and Design 29 (6) : 653 ~ 725
5. [학술지(정기간행물)] - / 1968 / The group method of data handling a rival of method of stochastic approximation. Soviet Automatic Control : 43 ~ 55
2. [학술지(정기간행물)] - / 1998 / Computational Intelligence in Software Engineering.
3. [학술지(정기간행물)] - / 2003 / Hybrid Identification in Fuzzy-Neural Networks. 138 (2) : 399 ~ 426
4. [학술지(정기간행물)] - / 2003 / Polynomial Neural Networks Architecture: Analysis and Design 29 (6) : 653 ~ 725
5. [학술지(정기간행물)] - / 1968 / The group method of data handling a rival of method of stochastic approximation. Soviet Automatic Control : 43 ~ 55
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