COSMIC: Conceptually specified multi-instance clusters

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2006, Pages 917-921

  Kriegel, Hans Peter ^a   Pryakhin, Alexey ^a   Schubert, Matthias ^a   Zimek, Arthur ^a  

^a UNIVERSITY OF MUNICH   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CLUSTER QUALITY; FEATURE VECTORS; MULTI INSTANCE OBJECTS;

DATA STRUCTURES; FEATURE EXTRACTION; HIERARCHICAL SYSTEMS; VECTORS;

CLUSTER ANALYSIS;

EID: 62649092399     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2006.46     Document Type: Conference Paper

References (12)

1. M. Ankerst, M. M. Breunig, H.-P. Kriegel, and J. Sander. OPTICS: Ordering points to identify the clustering structure. In Proc. SIGMOD, 1999.
2. P. D. Dobson and A. J. Doig. Predicting enzyme class from protein structure without alignments. J. Mol. Biol., 4(345):187-199, 2005.
3. T. Eiter and H. Mannila. Distance measures for point sets and their computation. Acta Informatica, 34(2):103-133, 1997.
4. B. Ganter and R. Wille. Formal Concept Analysis. Mathematical Foundations. Springer, 1999.
5. T. Gärtner, P. A. Flach, A. Kowalczyk, and A. Smola. Multi-instance kernels. In Proc. ICML, pages 179-186, 2002.
6. J. Han and M. Kamber. Data Mining: Concepts and Techniques. Academic Press, 2001.
7. H.-P. Kriegel, A. Pryakhin, and M. Schubert. An EM-approach for clustering multi-instance objects. In Proc. PAKDD, 2006.
8. D. Newman, S. Hettich, C. Blake, and C. Merz. UCI repository of machine learning databases, 1998.
9. J. Ramon and M. Bruynooghe. A polynomial time computable metric between points sets. Acta Informatica, 37:765-780, 2001.
10. M. Sanderson and B. Croft. Deriving concept hierarchies from text. In Proc. SIGIR, pages 206-213, 1999.
11. J. Wang and J. Zucker. Solving multiple-instance problem: A lazy learning approach. In Proc. ICML, pages 1119-1125, 2000.
12. Z.-H. Zhou. Multi-instance learning: A survey. Technical report, AI Lab, Computer Science and Technology Department, Nanjing University, Nanjing, China, 2004.