Main Topics

Topics of interest include, but are not limited to:

Theoretical Foundations

  • Probabilistic and Statistical Models and Theories
  • Learning Theory
  • Optimization Methods
  • Data Compression and Sampling
  • Statistical Learning
  • Evolutionary Computation
  • Operating Systems
  • Compiler Design
  • Computer Education
  • Deep Learning
  • Financial Modeling
  • Forecasting
  • Classification
  • Clustering
  • Learning Classifiers
  • Parallel and Distributed Learning
  • Scientific Data and Big Data Analytics
  • Artificial Intelligence
  • Scalable Analysis and Learning
  • Educational Data Mining
  • Data Pre-Processing, Sampling and Reduction
  • High Dimensional Data, Feature Selection and Feature Transformation
  • High Performance Computing for Data Analytics
  • Architecture, Management and Process for Data Science

Machine Learning and Knowledge Discovery

  • Knowledge Discovery Theories, Models and Systems
  • Human-Machine İnteraction For Knowledge Discovery and Management
  • Biomedical Knowledge Discovery, Analysis of Micro-Array and Gene Deletion Data
  • Machine Learning for High-Performance Computing
  • Learning for Streaming Data
  • Machine Learning Over The Cloud
  • Knowledge Based Neural Networks
  • Spatial/Temporal Data
  • Knowledge Discovery from Heterogeneous, Unstructured and Multimedia Data
  • Knowledge Discovery in Network And Link Data
  • Knowledge Discovery in Social Networks
  • Data And Knowledge Visualization
  • Cross Media Data Analytics
  • Big Data Visualization, Modeling and Analytics
  • Multimedia/Stream/Text/Visual Analytics
  • Database Technology

Computational Data Science

  • Databases
  • Big Data
  • Computational Theories for Big Data Analysis
  • Computational Intelligence for Pattern Recognition and Medical Imaging
  • Incremental Learning – Theory, Algorithms And Applications in Big Data
  • Sparse Data, Feature Selection and Feature Transformation
  • Intelligent Information Retrieval
  • Probabilistic And İnformation-Theoretic Methods
  • Support Vector Machines and Kernel Methods
  • Time Series Analysis
  • High Performance/Parallel Computing
  • Search and Mining
  • Process Mining
  • Data Acquisition, Integration, Cleaning
  • Data Visualizations
  • Semantic Based Data Mining
  • Data Wrangling
  • Decision Making from İnsights, Hidden Patterns
  • Optimization for Data Analytics
  • Computer Architecture for Data Analytics
  • Computer Graphics for Data Analytics
  • Computer Application for Data Analytics

Applications

  • Bioinformatics Applications
  • Biometrics Applications
  • Biomedical Informatics Applications
  • Computational Neuroscience Applications
  • Information Retrieval Applications
  • Healthcare Applications
  • Collaborative Filtering Applications
  • Human Activity Recognition Applications
  • Natural Language Processing Applications
  • Web Search Applications
  • Image Analysis Applications
  • Parallel and Distributed Data Applications
  • Data Streams Mining Applications
  • Graph Mining Applications
  • Spatial Data Mining Applications
  • Multimedia Data Mining Applications
  • Pre-Processing Techniques  Applications
  • Data And Information Networks Applications
  • Data And Information Privacy and Security Applications
  • Data And Information Semantics Applications
  • Data Management in Smart Grid Applications
  • Data Mining Algorithms Applications
  • Data Mining Systems Applications
  • Data Structures and Data Management Applications
  • Database and Information System Performance Applications
  • Electronic Commerce and Web Technologies Applications
  • Electronic Government & Eparticipation Applications
  • Sensor Data Management Applications
  • Database Systems & Applications
  • Statistical and Scientific Databases Applications
  • Temporal, Spatial and High Dimensional Databases
  • Security and Information Assurance
  • Soft Computing
  • Software Engineering
  • Web and Internet Computing
  • Theoretical Computer Science
  • Natural Language Processing Applications
  • Information Technology Management
  • Modeling and Simulation
  • Material Characterization and Performance Analysis