Topic areas within the scope of TKDE KNOWLEDGE DISCOVERY AND DATA MINING - mining methods and algorithms (including classification, regression, clustering, probabilistic modeling, and association analysis)
- machine learning
- data and knowledge representation
- mining of structured, textual, multimedia, spatio-temporal and web data
- data and knowledge visualization
- interactive data exploration and discovery
- knowledge acquisition and management outlier detection
- personalization
- spatial and temporal data mining
- complexity, efficiency and scalability issues in data mining
- data mining systems and tools
DATABASES AND DATA MODELING - caching and prefetching
- concurrency control and transaction management
- data integration
- data quality
- data security and privacy
- database architectures
- database integration
- database semantics
- models and languages
- physical database design
- performance and scalability
- probabilistic data management
- query processing and optimization
- schema evolution
- search
- spatio-temporal, multimedia, XML and web data management
UNDERLYING COMPUTATIONAL PLATFORMS FOR KNOWLEDGE AND DATA ENGINEERING - system architectures
- distributed and parallel systems
- data intensive scalable computing architectures
- mobile systems
- search engines
EMERGING KNOWLEDGE AND DATA ENGINEERING APPLICATIONS - bioinformatics
- business intelligence
- digital libraries
- electronic commerce
- health science and medical systems
- mobile data accesses
- social networks and graph analysis
- streams and sensor databases
- web mashups and systems
- web services
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