An Introduction to Case-Based Reasoning

By Ian D. Watson. 1995

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Citations in the corpus

Case-based reasoning and instructional design: Using stories to support problem solving (2002, background): “(b) Stories can also be indexed for case libraries by adapting and reindexing already existing cases to new situations (Kolodner, 1992; Kolodner & Guzdial, 2000).”
Simulation-Based Learning in Higher Education: A Meta-Analysis (2020, background): “Thus, a theoretical knowledge base would be stored in a more effective way that is directly linked to cases of application (e.g., Kolodner, 1992).”
Artificial Intelligence techniques: An introduction to their use for modelling environmental systems (2008, methodology): “The method overlooks the fact that any feature’s importance, influenced by other features, is case-specific [12].”
Explainable Deep Learning: A Field Guide for the Uninitiated (2020, methodology): “This type of intrinsic method is specifically for classification tasks, and is derived from a classical form of case-based reasoning (Kolodner, 1992) called prototype classification (Marchette & Socolinsky, 2003; Bien & Tibshirani, 2011; Kim et al., 2014).”
The effects of process and outcome accountability on judgment process and performance (2011, background): “Business problems are typically nonlinear, stochastic, interactive, and downright difficult (Kotler, 1971), and managerial judgments and solutions are often based only on the recollection of previously experienced cases and similarity-based reasoning processes (Dane & Pratt, 2007; Kolodner, 1992).”
Instance-based learning in dynamic decision making (2003, methodology): “Likewise in CBR, a common retrieval algorithm, the " nearest neighbor " approach retrieves the past instance that is most similar to the current situation (Watson, 1995).”