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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