Combining Reasoning Modes, Levels, and Styles Through Internal CBR
نویسندگان
چکیده
This paper discusses motivations and proposes methods for integrating multiple reasoning modes, styles, and levels within a case-based reasoning system. It describes a CBR system in which rule-based internal processing is augmented with two styles of case-based reasoning, derivational and transformational CBR, and which reasons at both the domain-level and the metalevel, in order to respond to the requirements of different processing tasks. The fundamental principle is for the system to learn by monitoring, capturing, and exploiting multiple types of prior system reasoning. The paper considers the ramifications of this approach and its potential as a strategy for multimodal reasoning in other contexts.
منابع مشابه
Combining Reasoning Modes , Levels , and
This paper discusses motivations and proposes methods for integrating multiple reasoning modes, styles, and levels within a case-based reasoning system. It describes a CBR system in which rule-based internal processing is augmented with two styles of case-based reasoning , derivational and transformational CBR, and which reasons at both the domain-level and the meta-level, in order to respond t...
متن کاملIntegrating CBR components within a Case-Based Planner
Multimodal reasoning systems can improve the effectiv.eness of reasoning by integrating multiple reasoning methods, each selectively applied to the tasks for which it is best-suited. One integration approach is to bring CBR into other systems, by developing case-based intelligent components (Riesbeck 1996) that collaborate with other reasoning systems, monitoring their successes and failures an...
متن کاملSurvey of Applications Integrating Constraint Satisfaction and Case-Based Reasoning
In recent years, there has been a growing focus on research and applications that integrate several reasoning techniques. The general motivation for integrating several reasoning modes is to achieve a synergy which produces results that could not be obtained if each mode were operating individually. One such integration that has begun to see its application in many different problem domains is ...
متن کاملSynergy and Commonality in Case-Based and Constraint-Based Reasoning
Although Case-Based Reasoning (CBR) is a natural formulation for many problems, our previous work on CBR as applied to design made it apparent that here were elements ofthe CBR paradigm that prevented it from being more widely applied. At the same time, we were evaluating Constraint Satisfaction techniques for design, and found a commonality in motivation between repair-based constraint sa isfa...
متن کاملA Case based Reasoning System based on Domain Ontology for Fault Diagnosis of Steam Turbines
Industrial diagnosis is a domain where problems are recurrent and therefore previous documented solution can be successfully reused. Different methodologies may be implemented for a given diagnosis domain, one of the appropriate, appears to be Case-Based Reasoning (CBR). A CBR system is a combination of processes and knowledge called “knowledge containers“, that allows to preserve and to exploi...
متن کامل