Case-Based Reasoning for Diagnosis and Solution Planning
نویسندگان
چکیده
منابع مشابه
INTEGRATING CASE-BASED REASONING, KNOWLEDGE-BASED APPROACH AND TSP ALGORITHM FOR MINIMUM TOUR FINDING
Imagine you have traveled to an unfamiliar city. Before you start your daily tour around the city, you need to know a good route. In Network Theory (NT), this is the traveling salesman problem (TSP). A dynamic programming algorithm is often used for solving this problem. However, when the road network of the city is very complicated and dense, which is usually the case, it will take too long fo...
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Case-based problem solving can be signiicantly improved by applying domain knowledge (in opposition to problem solving knowledge), which can be acquired with reasonable eeort, to derive explanations of the correctness of a case. Such explanations, constructed on several levels of abstraction, can be employed as the basis for similarity assessment as well as for adaptation by solution reenement....
متن کاملFrom case-based reasoning to traces-based reasoning
CBR is an original AI paradigm based on the adaptation of solutions of past problems in order to solve new similar problems. Hence, a case is a problem with its solution and cases are stored in a case library. The reasoning process follows a cycle that facilitates ‘‘learning’’ from new solved cases. This approach can be also viewed as a lazy learning method when applied for task classification....
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In everyday life, we are often faced with similar problems which we resolve with our experience. Case-based reasoning is a paradigm of problem solving based on past experience. Thus, case-based reasoning is considered as a valuable technique for the implementation of various tasks involving solving planning problem. Planning is considered as a decision support process designed to provide resour...
متن کاملGeometric Similarity Metrics for Case-Based Reasoning
Case-based reasoning is a problem solving method that uses stored solutions to problems to aid in solving similar new problems. One of the difficulties of case-based reasoning is identifying cases that are relevant to a problem. If the problem is defined on a geometric domain — for instance, planning a route using a city map — it becomes possible to take advantage of the geometry to simplify th...
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