Ripple Down Rules: A Technique for Acquiring Knowledge

نویسنده

  • Debbie Richards
چکیده

Knowledge is becoming increasingly recognized as a valuable resource. Given its importance it is surprising that expert systems technology has not become a more common means of utilizing knowledge. In this chapter we review some of the history of expert systems, the shortcomings of first generation expert systems, current approaches and future decisions. In particular we consider a knowledge acquisition and representation technique known as Ripple Down Rules (RDR) that avoids many of the limitations of earlier systems by providing a simple, user-driven knowledge acquisition approach based on the combined use of rules and cases and which support online validation and easy maintenance. RDR has found particular commercial success as a clinical decision support system and we review what features of RDR make it so suited to this domain. INTRODUCTION Knowledge, in particular tacit knowledge, has been recognised as a key factor in gaining a competitive advantage (van Daal, de Haas & Weggeman, 1998). The soft and intangible nature of knowledge has led to increased utilisation of techniques This chapter appears in the book, Decision Making Support Systems: Achievements, Trends and Challenges for the New Decade, edited by Manuel Mora, Guiseppi Forgionne and Jatinder Gupta. Copyright © 2003, Idea Group Inc. Copying or distributing in print or electronic forms without written permission of Idea Group Inc. is prohibited. 701 E. Chocolate Avenue, Hershey PA 17033-1240, USA Tel: 717/533-8845; Fax 717/533-8661; URL-http://www.idea-group.com ITB8729 IDEA GROUP PUBLISHING

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

Combining Knowledge Acquisition and Machine Learning to Control Dynamic Systems

This paper presents an interactive method for building a controller for dynamic systems by using a combination of knowledge acquisition and machine learning techniques. The aim is to build the controller by acquiring the knowledge of an operator skilled at that task. This method has been demonstrated for the skill of learning to f i l l an aircraft in a flight simulator. The simulator has been ...

متن کامل

A knowledge acquisition technique for recognizing handprinted Chinese characters

This paper presents a new approach to building classifiers for Chinese character recognition. A new knowledge acquisition technique is used for building incrementally a knowledge based system f o r the classification task. The new knowledge acquisition technique is based on Ripple Down Rules, which is ay1 effective method for building large knowledge bases. We extended Ripple Down Rules to be a...

متن کامل

Building Knowledge Based Systems that Match the Decision Situation Using Ripple Down Rules

The poor acceptance of ES technology by users has been attributed to the lack of attention to computer and user cooperation issues in knowledge based systems (KBS). While the traditional question-conclusion style of interaction may be appropriate in many circumstances, it is not necessarily the best or the only mode that users may require. Teaching, causal explanation/modeling, critiquing, ‘wha...

متن کامل

Adaptive Ripple Down Rules Method based on Minimum Description Length Principle

A knowledge acquisition method Ripple Down Rules (RDR) can directly acquire and encode knowledge from human experts. It is an incremental acquisition method and each new piece of knowledge is added as an exception to the existing knowledge base. Past researches on RDR method assume that the problem domain is stable. This is not the case in reality, especially when an environment changes. Things...

متن کامل

NRDR for the Acquisition of Search Knowledge

The contribution of this paper is threefold: It substantially extends Ripple Down Rules, a proven eeective method for building large knowledge bases without a knowledge engineer. Furthermore, we propose to develop highly eeective heuristics searchers for combinatorial problems by a knowledge acquisition approach to acquire human search knowledge. Finally, our initial experimental results sugges...

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 2017