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PKDD/ECML Workshop NFMCP 2014: Nancy, France
- Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras:
New Frontiers in Mining Complex Patterns - Third International Workshop, NFMCP 2014, Held in Conjunction with ECML-PKDD 2014, Nancy, France, September 19, 2014, Revised Selected Papers. Lecture Notes in Computer Science 8983, Springer 2015, ISBN 978-3-319-17875-2
Classification and Regression
- Jurica Levatic, Michelangelo Ceci, Dragi Kocev, Saso Dzeroski:
Semi-supervised Learning for Multi-target Regression. 3-18 - Gjorgji Madjarov, Ivica Dimitrovski, Dejan Gjorgjevikj, Saso Dzeroski:
Evaluation of Different Data-Derived Label Hierarchies in Multi-label Classification. 19-37
Clustering
- Ayman Hajja, Hakim Touati, Zbigniew W. Ras, James Studnicki, Alicja A. Wieczorkowska:
Predicting Negative Side Effects of Surgeries Through Clustering. 41-55 - Julian Yarkony, Thorsten Beier, Pierre Baldi, Fred A. Hamprecht:
Parallel Multicut Segmentation via Dual Decomposition. 56-68 - Parinaz Sobhani, Herna L. Viktor, Stan Matwin:
Learning from Imbalanced Data Using Ensemble Methods and Cluster-Based Undersampling. 69-83
Data Streams and Sequences
- Dariusz Brzezinski, Jerzy Stefanowski:
Prequential AUC for Classifier Evaluation and Drift Detection in Evolving Data Streams. 87-101 - Jens Haase, Ulf Brefeld:
Mining Positional Data Streams. 102-116 - Rui Sarmento, Mário Cordeiro, João Gama:
Visualization for Streaming Telecommunications Networks. 117-131 - Marc Plantevit, Vasile-Marian Scuturici, Céline Robardet:
Temporal Dependency Detection Between Interval-Based Event Sequences. 132-146
Applications
- Claudia Diamantini, Laura Genga, Domenico Potena, Emanuele Storti:
Discovering Behavioural Patterns in Knowledge-Intensive Collaborative Processes. 149-163 - Stefano Ferilli, Berardina De Carolis, Floriana Esposito:
Learning Complex Activity Preconditions in Process Mining. 164-178 - Ilkcan Keles, Mert Ozer, Ismail Hakki Toroslu, Pinar Karagoz:
Location Prediction of Mobile Phone Users Using Apriori-Based Sequence Mining with Multiple Support Thresholds. 179-193 - Elzbieta Kubera, Alicja A. Wieczorkowska:
Pitch-Related Identification of Instruments in Classical Music Recordings. 194-209
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