TREE2 - Decision Trees for tree structured data

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3721 LNAI, Issue , 2005, Pages 46-58

  Bringmann, Björn ^a   Zimmermann, Albrecht ^a  

^a UNIVERSITY OF FREIBURG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA STRUCTURES; MATHEMATICAL MODELS; PATTERN RECOGNITION; STATISTICAL METHODS; TREES (MATHEMATICS);

DECISION TREES; PATTERN OCCURRENCE; STRUCTURAL CLASSIFICATION; TREE MINING;

DECISION THEORY;

EID: 33646417618     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11564126_10     Document Type: Conference Paper

References (22)

1. Kilpeläinen, P.: Tree Matching Problems with Applications to Structured Text Databases. PhD thesis, University of Helsinki (1992)
2. Kramer, S., Raedt, L.D., Helma, C.: Molecular feature mining in HIV data. In Provost, F., Srikant, R., eds.: Proc. KDD-01, New York, ACM Press (2001) 136-143
3. Bringmann, B., Karwath, A.: Frequent SMILES. In: Lernen, Wissensentdeckung und Adaptivität, Workshop GI Fachgruppe Maschinelles Lernen, LWA. (2004)
4. Zaki, M.J., Aggarwal, C.C.: XRules: an effective structural classifier for XML data. In Getoor, L., Senator, T.E., Domingos, P., Faloutsos, C., eds.: KDD, Washington, DC, USA, ACM (2003) 316-325
5. Geamsakul, W., Matsuda, T., Yoshida, T., Motoda, H., Washio, T.: Performance evaluation of decision tree graph-based induction. In Grieser, G., Tanaka, Y., Yamamoto, A., eds.: Discovery Science, Sapporo, Japan, Springer (2003) 128-140
6. Quinlan, J.R.: Learning logical definitions from relations. Machine Learning 5 (1990) 239-266
7. Muggleton, S.: Inverse entailment and PROGOL. New Generation Computing 13 (1995) 245-286
8. Morishita, S., Sese, J.: Traversing itemset lattices with statistical metric pruning. In: Proceedings of the Nineteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, Dallas, Texas, USA, ACM (2000) 226-236
9. Liu, B., Hsu, W., Ma, Y.: Integrating classification and association rule mining. In Agrawal, R., Stolorz, P.E., Piatetsky-Shapiro, G., eds.: KDD, New York City, New York, USA, AAAI Press (1998) 80-86
10. Mutter, S., Hall, M., Frank, F.: Using classification to evaluate the output of confidence-based association rule mining. In Webb, G.I., Yu, X., eds.: Australian Conference on Artificial Intelligence, Cairns, Australia, Springer (2004) 538-549
11. Zimmermann, A., De Raedt, L.: Corclass: Correlated association rule mining for classification, [22] 60-72
12. Gärtner, T., Lloyd, J.W., Flach, P.A.: Kernels and distances for structured data. Machine Learning 57 (2004)
13. Quinlan, J.R.: Induction of decision trees. Machine Learning 1 (1986) 81-106
14. Frank, E., Hall, M., Trigg, L.E., Holmes, G., Witten, I.H.: Data mining in bioin-formatics using weka. Bioinformatics 20 (2004) 2479-2481
15. Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann (1993)
16. Srinivasan, A., Muggleton, S., King, R., Sternberg, M.: Mutagenesis: ILP experiments in a non-determinate biological domain. In Wrobel, S., ed.: Proceedings of the 4th International Workshop on Inductive Logic Programming. Volume 237., Gesellschaft für Mathematik und Datenverarbeitung MBH (1994) 217-232
17. King, R.D., Sternberg, M.J.E., Srinivasan, A.: Relating chemical activity to structure: An examination of ILP successes. New Generation Comput. 13 (1995) 411-433
18. Weininger, D.: SMILES, a chemical language and information system 1. Introduction and encoding rules. J. Chem. Inf. Comput. Sci. 28 (1988) 31-36
19. The OpenBabel Software Community: Open Babel. http://openbabel. sourceforge.net/ (2003)
20. Daylight Chemical Information Systems, Inc. http://www.daylight.com/ (2004)
21. Karwath, A., De Raedt, L.: Predictive graph mining. [22] 1-15
22. Suzuki, E., Arikawa, S., eds.: Discovery Science, 7th International Conference, DS 2004, Padova, Italy, October 2-5, 2004, Proceedings. In Suzuki, E., Arikawa, S., eds.: DS 2004, Padova, Italy, Springer (2004)