Titlebook: Lazy Learning; David W. Aha Book 1997 Springer Science+Business Media Dordrecht 1997 algorithms.case-based reasoning.classification.cognit

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A Review and Empirical Evaluation of Feature Weighting Methods for a Class of Lazy Learning Algorit stored instances. Several studies have shown that .-NN’s performance is highly sensitive to the definition of its distance function. Many .-NN variants have been proposed to reduce this sensitivity by parameterizing the distance function with feature weights. However, these variants have not been c

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Lazy Acquisition of Place Knowledge,ds, a probabilistic description of occupancy. Place recognition relies on nearest neighbor classification, augmented by a registration process to correct for translational differences between the two grids. The learning mechanism is lazy in that it involves the simple storage of inferred evidence gr

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Lazy Incremental Learning of Control Knowledge for Efficiently Obtaining Quality Plans,ome situations these heuristics force the planner to perform inefficiently or obtain solutions of poor quality. Learning from experience can help to identify the particular situations for which the domain-independent heuristics need to be overridden. Most of the past learning approaches are fully de

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IGTree: Using Trees for Compression and Classification in Lazy Learning Algorithms,stic function for performing this compression. IGTree produces trees that, compared to other lazy learning approaches, reduce storage requirements and the time required to compute classifications. Furthermore, we obtained similar or better generalization accuracy with IGTree when trained on two comp

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Christopher G. Atkeson,Andrew W. Moore,Stefan Schaaly experienced communication consultants.This compact textbook introduces you to the psychological basics of human communication of everyday life in an entertaining way. You will encounter groundbreaking concepts, models, and axioms of communication (including well-known names such as Paul Watzlawick

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Christopher G. Atkeson,Andrew W. Moore,Stefan Schaal algebra.Presents topics in the order usually taught to stud.This volume examines mathematics as a product of the human mind and analyzes the language of "pure mathematics" from various advanced-level sources. Through analysis of the foundational texts of mathematics, it is demonstrated that math is

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