Local Pattern Detection International Seminar Dagstuhl Castle, Germany, April 12-16, 2004, Revised Selected Papers

Introduction The dramatic increase in available computer storage capacity over the last 10 years has led to the creation of very large databases of scienti?c and commercial information. The need to analyze these masses of data has led to the evolution of the new ?eld knowledge discovery in databases...

Full description

Bibliographic Details
Other Authors: Morik, Katharina (Editor), Boulicaut, Jean-Francois (Editor), Siebes, Arno (Editor)
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 2005, 2005
Edition:1st ed. 2005
Series:Lecture Notes in Artificial Intelligence
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Pushing Constraints to Detect Local Patterns
  • From Local to Global Patterns: Evaluation Issues in Rule Learning Algorithms
  • Pattern Discovery Tools for Detecting Cheating in Student Coursework
  • Local Pattern Detection and Clustering
  • Local Patterns: Theory and Practice of Constraint-Based Relational Subgroup Discovery
  • Visualizing Very Large Graphs Using Clustering Neighborhoods
  • Features for Learning Local Patterns in Time-Stamped Data
  • Boolean Property Encoding for Local Set Pattern Discovery: An Application to Gene Expression Data Analysis
  • Local Pattern Discovery in Array-CGH Data
  • Learning with Local Models
  • Knowledge-Based Sampling for Subgroup Discovery
  • Temporal Evolution and Local Patterns
  • Undirected Exception Rule Discovery as Local Pattern Detection
  • From Local to Global Analysis of Music Time Series