Instance-Based Learning Algorithms
Machine Learning
Pattern Recognition Letters - Special issue on machine learning and data mining in pattern recognition
Retrieval in a Prototype-Based Case Library: A Case Study in Diabetes Therapy Revision
EWCBR '98 Proceedings of the 4th 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
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
MDA '08 Proceedings of the 3rd international conference on Advances in Mass Data Analysis of Images and Signals in Medicine, Biotechnology, Chemistry and Food Industry
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Concepts for novelty detection and handling based on a case-based reasoning process scheme
Engineering Applications of Artificial Intelligence
Concepts for novelty detection and handling based on a case-based reasoning process scheme
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Image acquisition and analysis of hazardous biological material in air
MDA'06/07 Proceedings of the 2007 international conference on Advances in mass data analysis of signals and images in medicine biotechnology and chemistry
Semi-automatic semantic tagging of 3D images from pancreas cells
MDA'06/07 Proceedings of the 2007 international conference on Advances in mass data analysis of signals and images in medicine biotechnology and chemistry
Dynamic pattern extraction of parameters in laser welding process
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A case-based reasoning approach for detection of salient regions in images
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
How to interpret decision trees?
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
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Image-based diagnostic tools are important tools for the determination of diseases in many medical applications. The interpretation of these images is often done manually, based on prototypical images. Consequently, only a few images collected into an image catalogue are initially available as a basis for the development of an automatic image-interpretation system. In this paper we study the question if it is possible to build up an image-interpretation system based on such an image catalogue. We call the system catalogue-based image classifier. The system is provided with feature-subset selection, feature weighting, and prototype selection. The performance of the catalogue-based classifier is assessed by studying the accuracy and the reduction of the prototypes after applying a prototype-selection algorithm. We describe the results that could be achieved and give an outlook for further developments on a catalogue-based classifier.