Instance-Based Learning Algorithms
Machine Learning
CBR-Based Ultra Sonic Image Interpretation
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Temporal Abstractions and Case-Based Reasoning for Medical Course Data: Two Prognostic Applications
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
Case-Based Reasoning in CARE-PARTNER: Gathering Evidence for Evidence-Based Medical Practice
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
Finding Prototypes For Nearest Neighbor Classifiers
IEEE Transactions on Computers
Data mining on multimedia data
Data mining on multimedia data
Mining knowledge for HEp-2 cell image classification
Artificial Intelligence in Medicine
Prototypes for Medical Case-Based Applications
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
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In this paper we study the performance of a catalogue-based image classifier after applying different methods for performance improvement, such as feature-subset selection and feature weighting. The performance of the image catalogues is assessed by studying the reduction of the prototypes after applying Chang‘s prototype-selection algorithm. We describe the results that could be achieved and give an outlook for further developments on a catalogue-based classifier.