C4.5: programs for machine learning
C4.5: programs for machine learning
Relational Data Mining
Rough Sets and Ordinal Classification
ALT '00 Proceedings of the 11th International Conference on Algorithmic Learning Theory
Improvements to Platt's SMO Algorithm for SVM Classifier Design
Neural Computation
The repeatability experiment of SIGMOD 2008
ACM SIGMOD Record
ADVCOMP '08 Proceedings of the 2008 The Second International Conference on Advanced Engineering Computing and Applications in Sciences
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
Transformation-Based tectogrammatical analysis of czech
TSD'06 Proceedings of the 9th international conference on Text, Speech and Dialogue
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In this paper we study the problem of classification of textual web reports. We are specifically focused on situations in which structured information extracted from the reports is used for classification. We present an experimental classification system based on usage of third party linguistic analyzers, our previous work on web information extraction, and fuzzy inductive logic programming (fuzzy ILP). A detailed study of the so-called 'Fuzzy ILP Classifier' is the main contribution of the paper. The study includes formal models, prototype implementation, extensive evaluation experiments and comparison of the classifier with other alternatives like decision trees, support vector machines, neural networks, etc.