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ORCIDPKDD/ECML Workshop NFMCP 2015: Porto, Portugal
- Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras:
New Frontiers in Mining Complex Patterns - 4th International Workshop, NFMCP 2015, Held in Conjunction with ECML-PKDD 2015, Porto, Portugal, September 7, 2015, Revised Selected Papers. Lecture Notes in Computer Science 9607, Springer 2016, ISBN 978-3-319-39314-8
Data Stream Mining
- Jerzy Stefanowski
:
Adaptive Ensembles for Evolving Data Streams - Combining Block-Based and Online Solutions. 3-16 - Aljaz Osojnik, Pance Panov, Saso Dzeroski:
Comparison of Tree-Based Methods for Multi-target Regression on Data Streams. 17-31 - Lázaro Bustio, René Cumplido, Raudel Hernández-León, José Manuel Bande Serrano, Claudia Feregrino:
Frequent Itemsets Mining in Data Streams Using Reconfigurable Hardware. 32-45 - Annalisa Appice, Marco Di Pietro, Claudio Greco, Donato Malerba:
Discovering and Tracking Organizational Structures in Event Logs. 46-60 - M. Kehinde Olorunnimbe, Herna L. Viktor, Eric Paquet:
Intelligent Adaptive Ensembles for Data Stream Mining: A High Return on Investment Approach. 61-75 - Corrado Loglisci, Donato Malerba:
Mining Periodic Changes in Complex Dynamic Data Through Relational Pattern Discovery. 76-90
Classification
- Mateusz Lango, Jerzy Stefanowski:
The Usefulness of Roughly Balanced Bagging for Complex and High-Dimensional Imbalanced Data. 93-107 - Bettina Fazzinga, Sergio Flesca, Filippo Furfaro, Luigi Pontieri:
Classifying Traces of Event Logs on the Basis of Security Risks. 108-124 - Matej Mihelcic, Saso Dzeroski, Nada Lavrac, Tomislav Smuc:
Redescription Mining with Multi-target Predictive Clustering Trees. 125-143
Mining Complex Data
- Fabio Leuzzi, Stefano Ferilli:
Generalizing Patterns for Cross-Domain Analogy. 147-162 - Alicja Wieczorkowska, Elzbieta Kubera, Tomasz Slowik, Krzysztof Skrzypiec:
Spectral Features for Audio Based Vehicle Identification. 163-178 - Pascal Welke, Tamás Horváth, Stefan Wrobel:
Probabilistic Frequent Subtree Kernels. 179-193 - Jan Kralj, Marko Robnik-Sikonja, Nada Lavrac:
Heterogeneous Network Decomposition and Weighting with Text Mining Heuristics. 194-208
Sequences
- Zhao Xu, Koichi Funaya, Haifeng Chen, Sergio Leoni:
Semi-supervised Multivariate Sequential Pattern Mining. 211-223 - Simon Cousins, Blaz Zlicar:
Evaluating a Simple String Representation for Intra-day Foreign Exchange Prediction. 224-238
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