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Titlebook: Advances in Machine Learning II; Dedicated to the mem Jacek Koronacki,Zbigniew W. Raś,Janusz Kacprzyk Book 2010 Springer-Verlag Berlin Heid

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https://doi.org/10.1007/978-0-387-76562-4abilistic graphical models. Markov Logic Networks (MLNs) are one of the state-of-the-art SRL models that combine first-order logic and Markov networks (MNs) by attaching weights to first-order formulas and viewing these as templates for features of MNs. Learning models in SRL consists in learning th
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https://doi.org/10.1007/978-0-387-76562-4ng of Ryzard Michalski’s . within the framework of logical and relational learning. At the same time some contemporary issues surrounding the integration of logical and probabilistic representations and reasoning are introduced.
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https://doi.org/10.1007/978-0-387-76562-4 simulate creativity. This paper is restricted to multiple predicate learning in Inductive Logic Programming (ILP) and to Program Synthesis from its Formal Specification (PSFS). These two subfields of Computer Science deal with problems where creativity is of primary importance. They had to add to t
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https://doi.org/10.1007/978-0-387-76562-4culi of association rules, 4ft-quantifiers, and known classes of association rules are briefly introduced. New 4ft-quantifiers and association rules are defined by the application of suitable thresholds to known measures of interestingness. It is proved that some of the new 4ft-quantifiers are relat
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,‘Life & Death Among The Stars’,key requirement if Machine Learning is to serve users successfully. In this chapter, we present two approaches to clustering in the scenario of Web 2.0 with a special concern of understandability in this new context. In contrast to semantic web approaches which advocate ontologies as a common semant
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Biotechnology and Clonal Forestry, to be a concept tree. We present a method for representing research activities within a research organization by doubly generalizing them. To be specific, we concentrate on the Computer Sciences area represented by the ACM Computing Classification System (ACM-CCS). Our cluster-lift method involves
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Clonal Forestry with Tropical Hardwoods,s. Specifically, this paper focuses on developing techniques which enable an expert to detect inconsistencies in 2 (or more) perspectives that the expert might have on the same (classification) task. Further, the INSIGHT system has been developed to provide a tool which supports domain experts explo
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Clonal Forestry with Yellow-Cedar,ing CM-based mechanisms apply the Economic Equilibrium concepts, assuming price-taking entities that will not engage in strategic behaviour. In this paper we address the above issue and investigate the dynamics of strategic learning agents in a specific type of CM-based mechanism called Iterative Pr
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