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 /
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 selecte...
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| Other Authors: | , , , , , , |
| Format: | Conference Proceeding Book |
| Language: | English |
| Published: |
Berlin :
Springer,
[2013]
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| Series: | LNCS sublibrary Artificial intelligence.
Lecture notes in computer science Lecture notes in artificial intelligence ; 7765. Lecture notes in computer science |
| Subjects: |
Table of Contents:
- 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.
- 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.