ECMLPKDD'12 Tutorial: Advanced Topics in Data Stream Mining, Bristol, UK

Event Date: 
24 Sep 2012 (All day)

Advanced Topics in Data Stream Mining

ECMLPKDD'12 Tutorial

Bristol UK, 24 September 2012

The tutorial will provide an overview of the state-of-the-art advances in mining streaming data. The first part introduces stream mining under concept drift and covers methods and tools for classification, regression and frequent pattern mining. The second part of the tutorial addresses the question of mining multiple streams that are independent or interdependent. Concept drift plays a central role in this tutorial: we address it in the context of conventional one-stream mining to set the scene, and recapitulate on it after introducing multiple-stream mining. For concept drift, we also consider machine learning methods that are appropriate for incremental data and slow streams.