New frontiers in mining complex patterns : first International Workshop, NFMCP 2012, held in Conjunction with ECML/PKDD 2012, Bristol, UK, September 24, 2012, Revised selected papers / Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras (eds.).

Mining Rich (Relational) Datasets. Learning with Configurable Operators and RL-Based Heuristics / Fernando Martínez-Plumed, Cèsar Ferri, José Hernández-Orallo -- Reducing Examples in Relational Learning with Bounded-Treewidth Hypotheses / Ondřej Kuželka, Andrea Szabóová, Filip Železný -- Mining Complex Patterns from Miscellaneous Data. Mining Complex Event Patterns in Computer Networks / Dietmar Seipel [and others] -- Learning in the Presence of Large Fluctuations: A Study of Aggregation and Correlation / Eric Paquet, Herna Lydia Viktor, Hongyu Guo -- Machine Learning as an Objective Approach to Understanding Music / Claire Q, Ross D. King -- Pair-Based Object-Driven Action Rules / Ayman Hajja [and others] -- Mining Complex Patterns from Trajectory and Sequence Data. Effectively Grouping Trajectory Streams / Gianni Costa, Giuseppe Manco, Elio Masciari -- Healthcare Trajectory Mining by Combining Multidimensional Component and Itemsets / Elias Egho [and others] -- Graph-Based Approaches to Clustering Network-Constrained Trajectory Data / Mohamed Khalil El Mahrsi, Fabrice Rossi -- Mining Complex Patterns from Graphs and Networks. Finding the Most Descriptive Substructures in Graphs with Discrete and Numeric Labels / Michael Davis, Weiru Liu, Paul Miller -- Learning in Probabilistic Graphs Exploiting Language-Constrained Patterns / Claudio Taranto, Nicola Di Mauro, Floriana Esposito -- Improving Robustness and Flexibility of Concept Taxonomy Learning from Text / Fabio Leuzzi, Stefano Ferilli, Fulvio Rotella -- Discovering Evolution Chains in Dynamic Networks / Corrado Loglisci, Michelangelo Ceci, Donato Malerba -- Supporting Information Spread in a Social Internetworking Scenario / Francesco Buccafurri [and others] -- Context-Aware Predictions on Business Processes: An Ensemble-Based Solution / Francesco Folino, Massimo Guarascio, Luigi Pontieri.

Includes author index.

This book constitutes the thoroughly refereed conference proceedings of the First International Workshop on New Frontiers in Mining Complex Patterns, NFMCP 2012, held in conjunction with ECML/PKDD 2012, in Bristol, UK, in September 2012. The 15 revised full papers were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on mining rich (relational) datasets, mining complex patterns from miscellaneous data, mining complex patterns from trajectory and sequence data, and mining complex patterns from graphs and networks.

Print version record.

English.