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Soft Computing in Ontologies and Semantic Web by Zhongli Ding, Yun Peng, Rong Pan (auth.), Zongmin Ma Dr.

By Zhongli Ding, Yun Peng, Rong Pan (auth.), Zongmin Ma Dr. (eds.)

This booklet covers in a good intensity the quick becoming subject of instruments, strategies and functions of soppy computing (e.g., fuzzy good judgment, genetic algorithms, neural networks, tough units, Bayesian networks, and different probabilistic suggestions) within the ontologies and Semantic internet. How parts of the Semantic net (like the RDF, Description Logics, ontologies) could be coated with a smooth computing concentration is proven. The e-book goals to supply a unmarried account of present stories in smooth computing techniques to the ontologies and the Semantic net. the target of the e-book is to supply the state-of-the-art info to researchers, practitioners, and graduate scholars of the internet intelligence, and while serving the data know-how expert confronted with non-traditional functions that make the applying of traditional methods tricky or impossible.

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Ding et al. 3) if A is equivalent with B then “P (a) = P (b)”; 4) if A is complement of B then “P (a) = 1 − P (b)”; 5) if C is the intersection of C1 and C2 then “P (c|c1 , c2 ) = 1 ∧ P (c|c¯1 ) = 0 ∧ P (c|c¯2 ) = 0 ∧ P (c1 |c) = 1 ∧ P (c2 |c) = 1”; and 6) if C is the union of C1 and C2 then “P (c|c¯1 , c¯2 ) = 0 ∧ P (c|c1 ) = c) = 0 ∧ P (c2 |¯ c) = 0”. 1 ∧ P (c|c2 ) = 1 ∧ P (c1 |¯ Note it would be trivial to extend 5) and 6) to general case. Fig. 8. Three Types of BN Connections (c) Due to d-separation in the BN structure, additional conditional independencies may be imposed to the concept nodes in XC in the translated BN.

De Ingenieur 52:E15–E25 20. Lauritzen SL, Spiegelhalter DJ (1988) Local Computation with Probabilities in Graphic Structures and Their Applications in Expert Systems. J. Royal Statistical Soc. Series B 50(2):157–224 21. McCallum A, Nigam K (1998) A Comparison of Event Models for Naive Bayes Text Classification. In AAAI-98 Workshop on “Learning for Text Categorization” 22. Noy NF (2004) Semantic Integration: A Survey Of Ontology-Based Approaches. SIGMOD Record, Special Issue on Semantic Integration, 33(4) 23.

33 through its Java API. 4 d 10 Fig. 7. Quantification of concepts. The number of direct instances of each concept is 10. In the case of partial subsumption, only a part of the mass of the subconcept is taken as the mass of the superconcept rough sets [19, 10]. With the rough sets approach only a rough, egg-yolk representation of the concepts can be created [19]. Fuzzy logic, allows for a more realistic representation of the world. Straccia [18] presents a fuzzy extension to the description logic SHOIN(D)corresponding to the ontology description language OWL DL.

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