Foundations of Large-Scale Multimedia Information Management and Retrieval Mathematics of Perception /

• Main Author: Chang, Edward Y. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2011.
• Subjects: Computer science.; Data mining.; Multimedia information systems.; Image processing.; Machinery.; Computer Science.; Image Processing and Computer Vision.; Machinery and Machine Elements.; Data Mining and Knowledge Discovery.; Multimedia Information Systems.

"Foundations of Large-Scale Multimedia Information Management and Retrieval: Mathematics of Perception" covers knowledge representation and semantic analysis of multimedia data and scalability in signal extraction, data mining, and indexing. The book is divided into two parts: Part I - Kno...

Table of Contents:

• Part I - Knowledge Representation and Semantic Analysis
• 1. Mathematics of Perception
• 2. Supervised Learning (based on tutorial DASFAA 2003)
• 3. Query Concept Learning (based on IEEE TMM 2005)
• 4. Feature Extraction
• 5. Feature Reduction (based on MM 04, ICME 05, IPAM)
• 6. Similarity (based on MMJ 2002, CIKM 04, ICML 05)
• Part II - Scalability Issues
• 7. Imbalanced Data Learning (based on TKDE 2005)
• 8. Semantics Fusion (based on MM 04, MM05, KDD 08)
• 9. Kernel Machines Speedup (based on SDM 05, KDD 06, NIPS 07)
• 10. Kernel Indexing (based on TKDE 06)
• 11. Put It All Together (based on SPIE 06).