Methods and Algorithms

• Classification

• Clustering

• Frequent Pattern Mining

• Probabilistic & Statistical Methods

• Graphical Models

• Spatial & Temporal Mining

• Data Stream Mining

• Anomaly & Outlier Detection

• Feature Extraction, Selection and Dimension Reduction

• Mining with Constraints

• Data Cleaning & Preprocessing

• Computational Learning Theory

• Multi-Task Learning

• Online Algorithms

• Big Data, Scalable & High-Performance Computing Techniques

• Mining with Data Clouds

• Mining Graphs

• Mining Semi Structured Data

• Mining Image Data

• Mining on Emerging Architectures

• Text & Web Mining

• Optimization Methods

• Other Novel Methods

Applications

• Astronomy & Astrophysics

• High Energy Physics

• Recommender Systems

• Climate / Ecological / Environmental  Science

• Risk Management

• Supply Chain Management

• Customer Relationship Management

• Finance

• Genomics & Bioinformatics

• Drug Discovery

• Healthcare Management

• Automation & Process Control

• Logistics Management

• Intrusion & Fraud detection

• Bio-surveillance 

• Sensor Network Applications

• Social Network Analysis

• Intelligence Analysis

• Other Novel Applications & Case Studies

Human Factors and Social Issues

• Ethics of Data Mining

• Intellectual Ownership

• Privacy Models

• Privacy Preserving Data Mining & Data Publishing

• Risk Analysis

• User Interfaces

• Interestingness & Relevance

• Data & Result Visualization

• Other Human Factors and Social Issues