Advanced Methods for Knowledge Discovery from Complex Data Book

Foundations: Knowledge Discovery and Data Mining.- Automatic Discovery of Class Hierarchies via Output Space.- Graph-based Mining of complex Data.- Predictive Graph Mining with Kernel Methods.- TREEMINER: An Efficient Algorithm for Mining Embedded Ordered Frequent Trees.- Sequence Data Mining.- Link-based Classification.- Applications: Knowledge Discovery from Evolutionary Trees.- Ontology-assisted Mining of RDF Documents.- Image Retrieval using Visual Features and Relevance Feedback.- Significant Feature Selection Using Computational Intelligent Techniques for Intrusion Detection.- On-board Mining of Data Streams in Sensor Networks.- Discovering Evolutionary Classifier over High Speed Non-static Stream.