Advanced Methods for Inconsistent Knowledge Management

ISBN-13: 9781846288883 / Angielski / Twarda / 2007 / 352 str.

Ngoc H. Nguyen

Opis

Nowadays in the knowledge society, each member deals with a number of tasks related to knowledge management. The most often realized tasks are: decision making, knowledge integration, selection, and retrieval. In all these tasks one has to solve inconsistency of knowledge. Inconsistency is a feature of knowledge which is characterized by the lack of possibility for inference processes. Therefore, solving inconsistency of knowledge is a basic and very essential subtask in many tasks of knowledge management. The whole management process may become impossible if the incons- tency is not resolved. This book presents a set of methods for resolving inconsistency of kn- ledge. It originally treats the inconsistency on two levels, syntactic and semantic, and proposes methods for processing inconsistency on these levels. The methods proposed here are consensus based. They are worked out on the basis of mathematical models for representing inconsistency as well as tools for measuring and evaluating the degree of inconsistency, defined by the author. The presented material shows that the solution of inconsistency is str- gly related to knowledge integration processes. Therefore, along with - consistency resolution tools, the author proposes algorithms for knowledge integration, such as ontology integration, or agent knowledge states in- gration. The author has put across a deep and valuable analysis of the p- posed models by proving a number of interesting and useful theorems and remarks. Owing to these analysis results one can decide to use the worked out algorithms for concrete practical situations.

Recenzje

From the reviews:

"The author summarizes most of his research, and the other research that has been done concerning how to resolve the aforementioned inconsistencies, when they refer to the same object or phenomenon in the real world. ... It is written in an accessible, pedagogical manner, and thus will be quite useful, not only for specialists, but also for advanced or postgraduate students in computer science, particularly those interested in the development of artificial intelligence and its practical applications. I highly recommend this book." (Arturo Ortiz-Tapia, Computing Reviews, Vol. 50 (1), January, 2009)

Spis treści

Inconsistency of Knowledge.- Model of Knowledge Conflict.- Consensus as a Tool for Conflict Solving.- Model for Knowledge Integration.- Processing Inconsistency on the Syntactic Level.- Processing Inconsistency on the Semantic Level.- Consensus for Fuzzy Conflict Profiles.- Processing Inconsistency of Expert Knowledge.- Ontology Integration.- Application of Inconsistency Resolution Methods in Intelligent Learning Systems.- Processing Inconsistency in Information Retrieval.- Conclusions.

Blurb

Inconsistent knowledge management is a common sub-field of knowledge management and conflict resolution. It deals with methods for reconciling inconsistent contents of knowledge originating from different sources. This book presents a unified and systematic description of a wide class of miscellaneous problems of inconsistent knowledge management, analyzed by traditional mathematical methods using relational and logical representations. With special emphasis on the distribution aspect of knowledge inconsistency, Professor Nguyen provides a unique approach to formal models of inconsistency and algorithms for its resolution.

Features & topics include:

• Consensus as a tool for conflict solving

• Inconsistency of knowledge – syntactic & semantic

• Knowledge conflict model

• Ontology Integration

• Practical aspects of applications of proposed methods

This book provides a broad snapshot of intelligent technologies for inconsistency resolution and offers an invaluable source of reference on the topic. Written for researchers and students in the field of knowledge management, conflict solution and intelligent systems, this book will also be of use to designers of multi-agent and information systems and specialists from social choice theory, and all interested in the problems of processing and managing inconsistent knowledge.