Machine Learning and Knowledge Discovery in Databases European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part I /

• Corporate Author: SpringerLink (Online service)
• Other Authors: Flach, Peter A. (Editor), Bie, Tijl De (Editor), Cristianini, Nello (Editor)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012.
• Series: Lecture Notes in Computer Science, 7523
• Subjects: Computer science.; Computer science > Mathematics.; Mathematical statistics.; Data mining.; Information storage and retrieval.; Artificial intelligence.; Pattern recognition.; Computer Science.; Data Mining and Knowledge Discovery.; Artificial Intelligence (incl. Robotics).; Pattern Recognition.; Discrete Mathematics in Computer Science.; Probability and Statistics in Computer Science.; Information Storage and Retrieval.

This two-volume set LNAI 7523 and LNAI 7524 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2012, held in Bristol, UK, in September 2012. The 105 revised research papers presented together with 5 invited talks were c...

Table of Contents:

• Aassociation rules and frequent patterns
• Bayesian learning and graphical models
• classification
• dimensionality reduction, feature selection and extraction
• distance-based methods and kernels
• ensemble methods
• graph and tree mining
• large-scale, distributed and parallel mining and learning
• multi-relational mining and learning
• multi-task learning
• natural language processing
• online learning and data streams.