Conceptual Structures Represented by Conceptual Graphs and Formal Concept Analysis
نویسندگان
چکیده
Conceptual Graphs and Formal Concept Analysis have in common basic concerns: the focus on conceptual structures, the use of diagrams for supporting communication, the orientation byPeircès Prag-matism, and the aim of representing and processing knowledge. These concerns open rich possibilities of interplay and integration. We discuss the philosophical foundations of both disciplines, and analyze their speciic qualities. Based on this analysis, we discuss some possible approaches of interplay and integration. Conceptual structures in knowledge representation are models (or artifacts) representing a perceived reality. With computer applications, these models support and delimit the kind of processing that a knowledge system will be able to carry out. Hence, the semantics they carry is of the outmost importance to the sound-ness and completeness of the applications that use them. With Artiicial Intelligence related applications, these models represent human knowledge in a format available to an inference engine. To describe knowledge, a multitude of knowledge representation formalisms were devised. Among them, semantic networks aim at bringing together knowledge representation and graphical formalisms, hoping to alleviate the knowledge modeling and transfer problems pertaining to knowledge acquisition. Through the years, diierent semantic network based formalisms were introduced , each having a diierent scope. Some dealt with linguistic knowledge, using the assumption that knowledge is necessarily expressible using natural language (cf. 33]). One of the underlying reasons for using this assumption was to facilitate the interfacing between the knowledge system and both the knowledge engineer and the end-user, since both could use a natural language based interface to communicate with the system. Furthermore, this would improve the interpretability of the achievements of the system at any given time. Some other formalisms had preoccupations pertaining to complexity, as their applicability was often challenged by complexity results which discarded them
منابع مشابه
Concept Graphs as Semantic Structures for Contextual Judgment Logic
This paper presents a mathematization of the philosophical doctrine of judgments as an extension of the mathematization of the philosophical doctrine of concepts developed in Formal Concept Analysis. The chosen approach was strongly stimulated by J. F. Sowa’s theory of conceptual graphs. The mathematized conceptual graphs, called concept graphs, are mathematical semantic structures based on for...
متن کاملCGs to FCA Including Peirce's Cuts
Previous work has demonstrated a straightforward mapping from Conceptual Graphs (CGs) to Formal Concept Analysis (FCA), and the combined benefits these types of Conceptual Structures bring in capturing and reasoning about the semantics in system design. As in that work, a CGs Transaction Model (or `Transaction Graph’) exemplar is used, but in the form of a richer Financial Trading (FT) case stu...
متن کاملLearning of Simple Conceptual Graphs from Positive and Negative Examples
A learning model is considered in terms of formal concept analysis (FCA). This model is generalized for objects represented by sets of graphs with partially ordered labels of vertices and edges (these graphs can be considered as simple conceptual graphs). An algorithm that computes all concepts and the linear (Hasse) diagram of the concept lattice in time linear with respect to the number of co...
متن کاملConceptual Modeling with Formal Concept Analysis on Natural Language Texts
The paper presents conceptual modelling technique on natural language texts. This technique combines the usage of two conceptual modeling paradigms: conceptual graphs and Formal Concept Analysis. Conceptual graphs serve as semantic models of text sentences and the data source for concept lattice – the basic conceptual model in Formal Concept Analysis. With the use of conceptual graphs the Text ...
متن کاملConceptual Graphs and Formal Concept Analysis
It is shown how Conceptual Graphs and Formal Concept Analysis may be combined to obtain a formalization of Elementary Logic which is useful for knowledge representation and processing. For this, a translation of conceptual graphs to formal contexts and concept lattices is described through an example. Using a suitable mathematization of conceptual graphs, basics of a uniied mathematical theory ...
متن کاملSimple Conceptual Graphs and Simple Concept Graphs
Sowa’s Conceptual Graphs and Formal Concept Analysis have been combined into another knowledge representation formalism named Concept Graphs. In this paper, we compare Simple Conceptual Graphs with Simple Concept Graphs, by successively studying their different syntaxes, semantics, and entailment calculus. We show that these graphs are almost identical mathematical objects, have equivalent sema...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1999