Computer Analysis of Images and Patterns: 6th International by Luc van Gool, Theo Moons, Marc Proesmans (auth.), Václav

By Luc van Gool, Theo Moons, Marc Proesmans (auth.), Václav Hlaváč, Radim à ára (eds.)

This e-book offers the court cases of the 6th foreign convention on computing device research of pictures and styles, CAIP '95, held in Prague, Czech Republic in September 1995.
The quantity provides sixty one complete papers and seventy five posters chosen from a complete of 262 submissions and hence provides a finished view at the cutting-edge in machine research of pictures and styles, examine, layout, and complex purposes. The papers are prepared in sections on invariants, segmentation and grouping, optical movement, version restoration and parameter estimation, low point imaginative and prescient, movement detection, constitution and matching, energetic imaginative and prescient and shading, human face popularity, calibration, contour, and periods on purposes in varied parts.

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Extra info for Computer Analysis of Images and Patterns: 6th International Conference, CAIP '95 Prague, Czech Republic, September 6–8, 1995 Proceedings

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Domain statistics Domain Classes Balance Car 3 4 House Votes KRKI Alzheimers tox. 4 1014 1000 Experimental Results Two methods for classifying uncovered examples were compared in the seven domains: selecting the majority class and Rule Stretching. The same base hypotheses were used in conjunction with the two methods, and these were produced by Virtual Predict using the settings shown in the previous section. In all but one of the domains, 10-fold cross validation was employed. Due to long computation time for the secondary protein structure domain only a single run was made, using a single training and test set.

References 1. : Inducing Relational Concepts with Neural Networks Via the LINUS System, In Proc. Fifth International Conference on Neural Information Processing (ICONIP’98), Vol. 3, Japan, 1998, pp. 1507-1510. 2. : FONN: Combining First Order Logic with Connectionist Learning. Proc. of the 14th International Conference on Machine Learning ICML-97, Morgan Kaufmann, 1997, pp. 46-56. 3. : Refining Complete Hypotheses in ILP. ILP-99, LNAI 1634, Springer-Verlag, 1999, pp. 44-55. 4. Carpenter, G. : Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps.

A general algorithm for Rule Stretching is presented in Figure 2. The algorithm takes a hypothesis H, background knowledge B, examples E, an uncovered Classifying Uncovered Examples by Rule Stretching .................................. ........ .... .. .. . . . . . . . . . . ........... . .......... . . . ... .. .. .. ..... . . . .. .. .. ... ..... .... ... ..... ... . . . . . . . . . . ... ... .... .. .. . . ........ . . . . . .... ..

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