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Džeroski, Sašo

Inductive Databases and Constraint-Based Data Mining

Džeroski, Sašo - Inductive Databases and Constraint-Based Data Mining, ebook

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ISBN: 9781441977380
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Table of contents

1. Inductive Databases and Constraint-based Data Mining: Introduction and Overview
Sašo Džeroski

2. Representing Entities in the OntoDM Data Mining Ontology
Panče Panov, Sašo Džeroski, Larisa N. Soldatova

3. A Practical Comparative Study Of Data Mining Query Languages
Hendrik Blockeel, Toon Calders, Élisa Fromont, Bart Goethals, Adriana Prado, Céline Robardet

4. A Theory of Inductive Query Answering
Luc Raedt, Manfred Jaeger, Sau Lee, Heikki Mannila

5. Generalizing Itemset Mining in a Constraint Programming Setting
Jérémy Besson, Jean-François Boulicaut, Tias Guns, Siegfried Nijssen

6. From Local Patterns to Classification Models
Björn Bringmann, Siegfried Nijssen, Albrecht Zimmermann

7. Constrained Predictive Clustering
Jan Struyf, Sašo Džeroski

8. Finding Segmentations of Sequences
Ella Bingham

9. Mining Constrained Cross-Graph Cliques in Dynamic Networks
Loïc Cerf, Bao Tran Nhan Nguyen, Jean-François Boulicaut

10. Probabilistic Inductive Querying Using ProbLog
Luc Raedt, Angelika Kimmig, Bernd Gutmann, Kristian Kersting, Vítor Santos Costa, Hannu Toivonen

11. Inductive Querying with Virtual Mining Views
Hendrik Blockeel, Toon Calders, Élisa Fromont, Adriana Prado, Bart Goethals, Céline Robardet

12. SINDBAD and SiQL: Overview, Applications and Future Developments
Jörg Wicker, Lothar Richter, Stefan Kramer

13. Patterns on Queries
Arno Siebes, Diyah Puspitaningrum

14. Experiment Databases
Joaquin Vanschoren, Hendrik Blockeel

15. Predicting Gene Function using Predictive Clustering Trees
Celine Vens, Leander Schietgat, Jan Struyf, Hendrik Blockeel, Dragi Kocev, Sašo Džeroski

16. Analyzing Gene Expression Data with Predictive Clustering Trees
Ivica Slavkov, Sašo Džeroski

17. Using a Solver Over the String Pattern Domain to Analyze Gene Promoter Sequences
Christophe Rigotti, Ieva Mitašiūnaitė, Jérémy Besson, Laurène Meyniel, Jean-François Boulicaut, Olivier Gandrillon

18. Inductive Queries for a Drug Designing Robot Scientist
Ross D. King, Amanda Schierz, Amanda Clare, Jem Rowland, Andrew Sparkes, Siegfried Nijssen, Jan Ramon

Keywords: Computer Science, Database Management, Data Mining and Knowledge Discovery, Artificial Intelligence (incl. Robotics), Computational Biology/Bioinformatics

Author(s)
 
 
Publisher
Springer
Publication year
2010
Language
en
Edition
1
Category
Information Technology, Telecommunications
Format
Ebook
eISBN (PDF)
9781441977380

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