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Mining Complex Data 2009
- Djamel A. Zighed, Shusaku Tsumoto, Zbigniew W. Ras, Hakim Hacid:
Mining Complex Data. Studies in Computational Intelligence 165, Springer 2009, ISBN 978-3-540-88066-0
General Aspects of Complex Data
- Brigitte Mathiak, Andreas Kupfer, Silke Eckstein:
Using Layout Data for the Analysis of Scientific Literature. 3-22 - Vicenç Soler, Marta Prim:
Extracting a Fuzzy System by Using Genetic Algorithms for Imbalanced Datasets Classification: Application on Down's Syndrome Detection. 23-39 - Emna Bahri, Stéphane Lallich, Nicolas Nicoloyannis, Mondher Maddouri:
A Hybrid Approach of Boosting Against Noisy Data. 41-54 - Lamis Hawarah, Ana Simonet, Michel Simonet:
Dealing with Missing Values in a Probabilistic Decision Tree during Classification. 55-74 - Thanh-Nghi Do, François Poulet:
Kernel-Based Algorithms and Visualization for Interval Data Mining. 75-91
Rules Extraction
- Hidenao Abe
, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi:
Evaluating Learning Algorithms Composed by a Constructive Meta-learning Scheme for a Rule Evaluation Support Method. 95-111 - Marcela X. Ribeiro, André G. R. Balan, Joaquim Cezar Felipe
, Agma Juci Machado Traina, Caetano Traina Jr.:
Mining Statistical Association Rules to Select the Most Relevant Medical Image Features. 113-131 - Karine Zeitouni
:
From Sequence Mining to Multidimensional Sequence Mining. 133-152 - Zbigniew W. Ras, Li-Shiang Tsay, Agnieszka Dardzinska
:
Tree-Based Algorithms for Action Rules Discovery. 153-163
Graph Data Mining
- Stanislav Barton, Pavel Zezula:
Indexing Structure for Graph-Structured Data. 167-188 - Christian Borgelt, Thorsten Meinl:
Full Perfect Extension Pruning for Frequent Subgraph Mining. 189-205 - Nan Du, Bin Wu, Liutong Xu, Bai Wang, Pei Xin:
Parallel Algorithm for Enumerating Maximal Cliques in Complex Network. 207-221 - Sen Qin, Guanzhong Dai:
Community Finding of Scale-Free Network: Algorithm and Evaluation Criterion. 223-242 - Kazumi Saito, Takeshi Yamada, Kazuhiro Kazama:
The k-Dense Method to Extract Communities from Complex Networks. 243-257
Data Clustering
- Toshihiro Kamishima, Shotaro Akaho
:
Efficient Clustering for Orders. 261-279 - Ahmad El Sayed, Hakim Hacid, Djamel A. Zighed:
Exploring Validity Indices for Clustering Textual Data. 281-300
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