February 11, 2010

Contents

Introduction and Preliminaries

  • Introduction
  • Preliminaries

Evolving Data Stream Learning

  • Mining Evolving Data Streams
  • Adaptive Sliding Windows
  • Decision Trees
  • Ensemble Methods

Closed Frequent Tree Mining

  • Mining Frequent Closed Rooted Trees Mining
  • Implications from Lattices of Closed Trees

Evolving Tree Data Stream Mining

  • Mining Adaptively Frequent Closed Rooted Trees
  • Adaptive XML Tree Classification