Integrating structure and meaning: A new method for encoding structure for text classification

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

Volumn 4956 LNCS, Issue , 2008, Pages 514-521

  Fishbein, Jonathan M ^a   Eliasmith, Chris ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Holographic reduced representations; Part of speech tagging; Random indexing; Semantics; Syntax; Text classification; Vector space model

Indexed keywords

CLASSIFICATION (OF INFORMATION); ENCODING (SYMBOLS); INFORMATION RETRIEVAL; SEMANTICS;

HOLOGRAPHIC REDUCED REPRESENTATIONS; RANDOM INDEXING; TEXT CLASSIFICATION; VECTOR SPACE MODEL;

TEXT PROCESSING;

EID: 41849124522     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-78646-7_50     Document Type: Conference Paper

References (9)

1. Moschitti, A., Basili, R.: Complex linguistic features for text classification: a comprehensive study. In: McDonald, S., Tait, J.I. (eds.) ECIR 2004. LNCS, vol. 2997, pp. 181-196. Springer, Heidelberg (2004)
2. Sahlgren, M., Cöster, R.: Using Bag-of-Concepts to Improve the Performance of Support Vector Machines in Text Categorization. In: Proceedings of the 20th International Conference on Computational Linguistics, pp. 487-493 (2004)
3. Deerwester, S.C., et al: Indexing by latent semantic analysis. Journal of the American Society of Information Science 41(6), 391-407 (1990)
4. Lund, K., Burgess, C.: Producing high-dimensional semantic spaces from lexical co-occurrence. Behaviour Resrach Methods, Instrumentation and Computers 28(2), 203-208 (1996)
5. Johnson, W.B., Lindenstrauss, J.: Extensions to Lipshitz mapping into Hilbert space. Contemporary Mathematics 26 (1984)
6. Sahlgren, M.: An Introduction to Random Indexing. In: Methods and Applications of Semantic Indexing Workshop at the 7th International Conference on Terminology and Knowledge Engineering (2005)
7. Plate, T.A.: Holographic Reduced Representation: Distributed representation for cognitive structures. CSLI Publications (2003)
8. Eliasmith, C., Thagard, P.: Integrating structure and meaning: A distributed model of analogical mapping. Cognitive Science 25(2), 245-286 (2001)
9. Eliasmith, C.: Cognition with neurons: A large-scale, bilogically realistic model of the Wason task. In: Proceedings of the XXVII Annual Conference of the Cognitive Science Society (2005)