Inductive Databases and Constraint-Based Data Mining

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Džeroski, Sašo (Επιμελητής έκδοσης), Goethals, Bart (Επιμελητής έκδοσης), Panov, Panče (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York, 2010.
• Θέματα: Computer science.; Database management.; Data mining.; Artificial intelligence.; Bioinformatics.; Computer Science.; Database Management.; Data Mining and Knowledge Discovery.; Artificial Intelligence (incl. Robotics).; Computational Biology/Bioinformatics.

This book is about inductive databases and constraint-based data mining, emerging research topics lying at the intersection of data mining and database research. The aim of the book as to provide an overview of the state-of- the art in this novel and - citing research area. Of special interest are t...

Πίνακας περιεχομένων:

• Inductive Databases and Constraint-based Data Mining: Introduction and Overview
• Representing Entities in the OntoDM Data Mining Ontology
• A Practical Comparative Study Of Data Mining Query Languages
• A Theory of Inductive Query Answering
• Constraint-based Mining: Selected Techniques
• Generalizing Itemset Mining in a Constraint Programming Setting
• From Local Patterns to Classification Models
• Constrained Predictive Clustering
• Finding Segmentations of Sequences
• Mining Constrained Cross-Graph Cliques in Dynamic Networks
• Probabilistic Inductive Querying Using ProbLog
• Inductive Databases: Integration Approaches
• Inductive Querying with Virtual Mining Views
• SINDBAD and SiQL: Overview, Applications and Future Developments
• Patterns on Queries
• Experiment Databases
• Applications
• Predicting Gene Function using Predictive Clustering Trees
• Analyzing Gene Expression Data with Predictive Clustering Trees
• Using a Solver Over the String Pattern Domain to Analyze Gene Promoter Sequences
• Inductive Queries for a Drug Designing Robot Scientist.