Advanced methods for knowledge discovery from complex data
"With a good balance of introductory material on the knowledge discovery process, advanced issues and state-of-the-art tools and techniques, as well as recent working applications this book provides a representative selection of the available methods and their evaluation in real domains. It wil...
| Other Authors: | Bandyopadhyay, Sanghamitra, 1974-, SpringerLink (Online service) |
|---|---|
| Format: | eBook |
| Language: | English |
| Published: |
[New York] ; [London] :
Springer,
©2005.
[New York] ; [London] : [2005] |
| Physical Description: |
1 online resource (xviii, 369 pages) : illustrations. |
| Series: |
Advanced information and knowledge processing.
|
| Subjects: |
Table of Contents:
- Foundations
- Knowledge Discovery and Data Mining
- Automatic Discovery of Class Hierarchies via Output Space Decomposition
- 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 an Evolutionary Classifier over a High-speed Nonstatic Stream.