Application of fuzzy cognitive maps using semantic web approaches to model medical knowledge

نویسندگان

  • E. I. Papageorgiou
  • J. De Roo
  • C. Huszka
  • D. Colaert
چکیده

This study presents our investigation into a generic approach to model medical knowledge, using the semantic web framework, to have explicit knowledge with a clear semantic meaning and cognitive maps. Fuzzy Cognitive Maps are proposed to model the medical knowledge extracting by clinical guidelines as they have been proven by literature as powerful knowledge representation and reasoning tools. A general purpose reasoning engine, Eye, with the necessary plug-ins was developed to be able to perform the reasoning on this knowledge model. The concepts and causal relationships among them are transferred in semantic web using the notation3. Our effort is mainly concentrated to present the main aspects of formalizing medical knowledge using cognitive maps and semantic web. The advantage of this approach is to enable the sharing and reuse of knowledge from databases of guidelines and simplify maintenance. Keywords-fuzzy cognitive maps; knowledge representation; decision support; semantic web; notation3

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Executive Approach Based On the Production of Fuzzy Ontology Using the Semantic Web Rule Language Method (SWRL)

Today, the need to deal with ambiguous information in semantic web languages is increasing. Ontology is an important part of the W3C standards for the semantic web, used to define a conceptual standard vocabulary for the exchange of data between systems, the provision of reusable databases, and the facilitation of collaboration across multiple systems. However, classical ontology is not enough ...

متن کامل

Fuzzy Web Knowledge Aggregation, Representation, and Reasoning for Online Privacy and Reputation Management

A social Semantic Web empowers its users to have access to col-­‐ lective Web knowledge in a simple manner, and for that reason, controlling online privacy and reputation becomes increasingly important, and must be taken seriously. This chapter presents Fuzzy Cognitive Maps (FCM) as a vehi-­‐ cle BLOCKIN

متن کامل

Query Architecture Expansion in Web Using Fuzzy Multi Domain Ontology

Due to the increasing web, there are many challenges to establish a general framework for data mining and retrieving structured data from the Web. Creating an ontology is a step towards solving this problem. The ontology raises the main entity and the concept of any data in data mining. In this paper, we tried to propose a method for applying the "meaning" of the search system, But the problem ...

متن کامل

Using Fuzzy Cognitive Maps for Prediction of Knowledge Worker Productivity Based on Real Coded Genetic Algorithm

  Improving knowledge worker productivity has been one of the most important tasks of the century. However, we have few measures or management interventions to make such improvement possible, and it is difficult to identify patterns that should be followed by knowledge workers because systems and processes in an organization are often regarded as a death blow to creativity. In this paper, we se...

متن کامل

Cooperative Building of Multiple Points-of-View Topic Maps with Hypertopic

This paper presents a socio-semantic web-based application on Hypertopic knowledge representation models. Hypertopic [4] models are used to collaboratively construct topic maps with multiple viewpoints. expressing numerous user points-of-view within related communities. Three model building methods are presented herein: centralized, conflict-based, and hybrid. These methods are expressed using ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011