Sunday, April 20, 2014

DATA MINING 2014

Topics for Core Data Mining 

- Parallel and distributed data mining algorithms
- Data streams mining
- Graph mining
- Spatial data mining
- Text video, multimedia data mining
- Web mining
- Pre-processing techniques
- Visualization
- Security and information hiding in data mining

Theoretical and Application-oriented Topics
  • Case-Based Reasoning and Similarity-Based Reasoning
  • Clustering
  • Classification & Prediction
  • Statistical Learning
  • Association Rules
  • Telecommunication
  • Design of Experiment
  • Strategy of Experimentation
  • Capability Indices
  • Deviation and Novelty Detection
  • Control Charts
  • Conceptional Learning
  • Goodness Measures and Evaluation (e.g. false discovery rates)
  • Inductive Learning Including Decision Tree and Rule Induction Learning
  • Organisational Learning and Evolutional Learning
  • Sampling Methods
  • Similarity Measures and Learning of Similarity
  • Statistical Learning and Neural Net Based Learning
  • Visualization and Data Mining
  • Deviation and Novelty Detection
  • Feature Grouping, Discretization, Selection and Transformation
  • Feature Learning
  • Frequent Pattern Mining
  • Learning and Adaptive Control
  • Learning/Adaption of Recognition and Perception
  • Learning for Handwriting Recognition
  • Learning in Image Pre-Processing and Segmentation
  • Mining Financial or Stockmarket Data
  • Mining Motion from Sequence
  • Subspace Methods
  • Support Vector Machines
  • Time Series and Sequential Pattern Mining
  • Desirabilities
  • Graph Mining
  • Agent Data Mining
  • Applications in Software Testing
  • Knowledge Management
  • Mining Social Media
  • Online Targeting & Controlling
  • Behavioral Targeting
  • Meteorological Data Mining
  • Data Mining in Logistics
  • Data Mining in Energy Industry
  • Business Intelligence and Data Mining
  • Legal Informatics and Data Mining
  • Data Mining for Logistic and Supply Chain Management
Applications of Data Mining
  • Marketing
  • Medicine
  • E-Commerce (Mining Logfiles)
  • Biotechnology
  • Quality Management
  • Multimedia Data (Image, Video, Text, Signals)
  • Web-Mining
  • Intrusion Detection in Networks
  • Agriculture
  • Meterology