Skip to main content
SpringerLink
Log in
Book cover

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

  • Conference proceedings
  • © 2013

Overview

Editors:
  1. Annalisa Appice

    1. Dipartimento di Informatica, Università degli Studi di Bari Aldo Moro, Bari, Italy

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  2. Michelangelo Ceci

    1. Dipartimento di Informatica, Università degli Studi di Bari Aldo Moro, Bari, Italy

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  3. Corrado Loglisci

    1. Dipartimento di Informatica, Università degli Studi di Bari Aldo Moro, Bari, Italy

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  4. Giuseppe Manco

    1. Institute for High Performance Computing and Networks (ICAR), National Research Council (CNR), Rende, Italy

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  5. Elio Masciari

    1. Institute for High Performance Computing and Networks (ICAR), National Research Council (CNR), Rende, Italy

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  6. Zbigniew W. Ras

    1. Department of Computer Science, University of North Caroline, Charlotte, USA

    View editor publications

    You can also search for this editor in PubMed   Google Scholar

  • High quality selected papers
  • Unique visibility

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 7765)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

Conference proceedings info: NFMCP 2012.

This is a preview of subscription content, log in via an institution to check access.

Access this book

Log in via an institution
eBook USD 54.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 72.00
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access

Licence this eBook for your library

Institutional subscriptions

Table of contents (16 papers)

  1. Front Matter

    Download chapter PDF

  2. Mining Rich (Relational) Datasets

    1. Learning with Configurable Operators and RL-Based Heuristics

      • Fernando Martínez-Plumed, Cèsar Ferri, José Hernández-Orallo, María José Ramírez-Quintana
      Pages 1-16

    2. Reducing Examples in Relational Learning with Bounded-Treewidth Hypotheses

      • Ondřej Kuželka, Andrea Szabóová, Filip Železný
      Pages 17-32

  3. Mining Complex Patterns from Miscellaneous Data

    1. Mining Complex Event Patterns in Computer Networks

      • Dietmar Seipel, Philipp Neubeck, Stefan Köhler, Martin Atzmueller
      Pages 33-48

    2. Learning in the Presence of Large Fluctuations: A Study of Aggregation and Correlation

      • Eric Paquet, Herna Lydia Viktor, Hongyu Guo
      Pages 49-63

    3. Retracted: Machine Learning as an Objective Approach to Understanding Music

      • Claire Q, Ross D. King
      Pages 64-78

    4. Pair-Based Object-Driven Action Rules

      • Ayman Hajja, Alicja A. Wieczorkowska, Zbigniew W. Ras, Ryszard Gubrynowicz
      Pages 79-93

  4. Mining Complex Patterns from Trajectory and Sequence Data

    1. Effectively Grouping Trajectory Streams

      • Gianni Costa, Giuseppe Manco, Elio Masciari
      Pages 94-108

    2. Healthcare Trajectory Mining by Combining Multidimensional Component and Itemsets

      • Elias Egho, Chedy Raïssi, Dino Ienco, Nicolas Jay, Amedeo Napoli, Pascal Poncelet et al.
      Pages 109-123

    3. Graph-Based Approaches to Clustering Network-Constrained Trajectory Data

      • Mohamed Khalil El Mahrsi, Fabrice Rossi
      Pages 124-137

  5. Mining Complex Patterns from Graphs and Networks

    1. Finding the Most Descriptive Substructures in Graphs with Discrete and Numeric Labels

      • Michael Davis, Weiru Liu, Paul Miller
      Pages 138-154

    2. Learning in Probabilistic Graphs Exploiting Language-Constrained Patterns

      • Claudio Taranto, Nicola Di Mauro, Floriana Esposito
      Pages 155-169

    3. Improving Robustness and Flexibility of Concept Taxonomy Learning from Text

      • Fabio Leuzzi, Stefano Ferilli, Fulvio Rotella
      Pages 170-184

    4. Discovering Evolution Chains in Dynamic Networks

      • Corrado Loglisci, Michelangelo Ceci, Donato Malerba
      Pages 185-199

    5. Supporting Information Spread in a Social Internetworking Scenario

      • Francesco Buccafurri, Gianluca Lax, Antonino Nocera, Domenico Ursino
      Pages 200-214

    6. Context-Aware Predictions on Business Processes: An Ensemble-Based Solution

      • Francesco Folino, Massimo Guarascio, Luigi Pontieri
      Pages 215-229

    7. Erratum: Machine Learning as an Objective Approach to Understanding Music

      • Claire Q, Ross D. King
      Pages E1-E1

  6. Back Matter

    Download chapter PDF
Back to top

Other volumes

  1. New Frontiers in Mining Complex Patterns

Keywords

About this book

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.

Editors and Affiliations

  • Dipartimento di Informatica, Università degli Studi di Bari Aldo Moro, Bari, Italy

    Annalisa Appice, Michelangelo Ceci, Corrado Loglisci

  • Institute for High Performance Computing and Networks (ICAR), National Research Council (CNR), Rende, Italy

    Giuseppe Manco, Elio Masciari

  • Department of Computer Science, University of North Caroline, Charlotte, USA

    Zbigniew W. Ras

Bibliographic Information

  • Book Title: New Frontiers in Mining Complex Patterns

  • Book Subtitle: First International Workshop, NFMCP 2012, Held in Conjunction with ECML/PKDD 2012, Bristol, UK, September 24, 2012, Revised Selected Papers

  • Editors: Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-642-37382-4

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2013

  • Softcover ISBN: 978-3-642-37381-7Published: 09 April 2013

  • eBook ISBN: 978-3-642-37382-4Published: 25 March 2013

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: X, 231

  • Number of Illustrations: 57 b/w illustrations

  • Topics: Data Mining and Knowledge Discovery, Database Management, Information Storage and Retrieval, Artificial Intelligence

Publish with us

Policies and ethics

Back to top

Search

Navigation