Integrations with case-based reasoning
نویسندگان
چکیده
This commentary succinctly summarizes work in integrating case-based reasoning (CBR) with other reasoning modalities. Including CBR in mixed mode approaches promotes synergies and benefits beyond those achievable using CBR or other individual reasoning approaches alone. Numerous examples of hybrid systems, with pointers to significant references, are provided.
منابع مشابه
Case-Based Reasoning Integrations
rent work in case-based reasoning (CBR) integrations. There has been a recent upsurge in the integration of CBR with other reasoning modalities and computing paradigms, especially rule-based reasoning (RBR) and constraint-satisfaction problem (CSP) solving. CBR integrations with modelbased reasoning (MBR), genetic algorithms, and information retrieval are also discussed. This article characteri...
متن کاملTwo Paradigms of Complementary CBR Integrations
A wide variety of multiple-paradigm reasoning systems have been developed in recent years. Case-based reasoning (CBR) is very frequently one of the reasoning paradigms in such integrations. Three justifications for the integration of multiple reasoning paradigms can be distinguished. First, the domain may be characterized by multiple knowledge representations. Reasons for multiple knowledge rep...
متن کاملIntegrations of Rule-Based and Case-Based Reasoning
Rule-based and case-based reasoning are two popular approaches used for problem solving in intelligent systems. They are natural alternatives in knowledge representation. Rules usually represent general knowledge, whereas cases encompass knowledge accumulated from specific (specialized) situations. Each approach has advantages and disadvantages. Due to their interchangeable nature, rules and ca...
متن کاملCooperative Bayesian and Case-Based Reasoning for Solving Multiagent Planning Tasks
We describe an integrated problem solving architecture named INBANCAin which Bayesian networks and case-based reasoning (CBR) work cooperatively on multiagent planning tasks. This includes two-team dynamic tasks, and this paper concentrates on simulated soccer as an example. Bayesian networks are used to characterize action selection whereas a case-based approach is used to determine how to imp...
متن کاملSupporting Conversational Case-Based Reasoning in an Integrated Reasoning Framework
in an Integrated Reasoning Framework David W. Aha, Leonard A. Breslow, and Tucker Maney Navy Center for Applied Research in Arti cial Intelligence Naval Research Laboratory Washington, DC 20375 [email protected] Abstract Conversational case-based reasoning (CCBR) has been successfully used to assist in case retrieval tasks. However, behavioral limitations of CCBR motivate the search for...
متن کاملذخیره 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 ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Knowledge Eng. Review
دوره 20 شماره
صفحات -
تاریخ انتشار 2005