Case-Based Reasoning Research and Development: Third by Josep Lluís Arcos, Dolores Cañamero, Ramon López de Mántaras

By Josep Lluís Arcos, Dolores Cañamero, Ramon López de Mántaras (auth.), Klaus-Dieter Althoff, Ralph Bergmann, L.Karl Branting (eds.)

The biennial overseas convention on Case-Based Reasoning (ICCBR) - ries, which all started in Sesimbra, Portugal, in 1995, was once meant to supply a world discussion board for the easiest basic and utilized study in case-based reasoning (CBR). It used to be was hoping that this sort of discussion board might motivate the g- wth and rigor of the eld and triumph over the former tendency towards remoted nationwide CBR groups. The foresight of the unique ICCBR organizers has been rewarded by way of the expansion of a energetic and cosmopolitan CBR group. CBR is now well known as a strong and critical computational strategy for quite a lot of functional functions. via selling an alternate of rules between CBR researchers from around the globe, the ICCBR sequence has facilitated the wider attractiveness and use of CBR. ICCBR-99 has persevered this custom by way of attracting top of the range learn and functions papers from worldwide. Researchers from 21 international locations submitted eighty papers to ICCBR-99. From those submissions, 17 papers have been chosen for lengthy oral presentation, 7 have been permitted for brief oral presentation, and 19 papers have been approved as posters. This quantity units forth those forty three papers, which comprise either mature paintings and cutting edge new ideas.

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Additional resources for Case-Based Reasoning Research and Development: Third International Conference on Case-Based Reasoning, ICCBR-99 Seeon Monastery, Germany, July 27-30, 1999 Proceedings

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Under this approach, Unit Gradient Approximations घUGAsङ of the underlying quality function are obtained at a set of reference points through a series of queries to the user. Equivalence sets of UGAs are then merged and aligned घMAङ with the apparent boundaries between linear regions. In an empirical evaluation with artiæcial data, use of UGAs as training data for an instance-based ranking algorithm घ1ARCङ led to more accurate ranking than training with random instances, and use of UGAMA led to greater ranking accuracy than UGAs alone.

Machine Learning, 10:57í78, 1993. 10. T. M. Cover and P. E. Hart. Nearest neighbor pattern classiæcation. IEEE Transaction on Information Theory, 13:21í27, 1967. 11. R. H. Creecy, B. M. Masand, S. J. Smith, and D. L. Waltz. Trading MIPS and memory for knowledge engineering. Communication of ACM, 35:48í64, 1992. 12. P. Domingos and M. J. Pazzani. On the optimality of the simple bayesian classiæer under zero-one loss. Machine Learning, 29:103í130, 1997. 28 E. Blanzieri and F. Ricci 13. J. H. Friedman.

As set forth in Figure 4 and illustrated in Figure 5, UGAs with identical slopes that are closer to each other than to UGAs with diæerent ऐ, slopes are merged. Merging a set S of arcs consists of forming the arc Hm ; Tm, where Hm is the mean of the heads of the arcs in S and Tm is the mean of the tails of the arcs in S . The merged UGAs from adjacent regions are then displaced, without changing their slope, until their heads घor tails, if the tails are closer to each other than the headsङ coincide at the midpoint between their original positions.

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