Deep learning for character-based information extraction

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

Volumn 8416 LNCS, Issue , 2014, Pages 668-674

  Qi, Yanjun ^a,b   Das, Sujatha G ^c   Collobert, Ronan ^d   Weston, Jason ^e  

^a University of Virginia   (United States)

^b NEC LABORATORIES AMERICA   (United States)

^c PENNSYLVANIA STATE UNIVERSITY   (United States)

^d IDIAP RESEARCH INSTITUTE   (Switzerland)

^e GOOGLE INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARKING; CHARACTER RECOGNITION; ENCODING (SYMBOLS); NETWORK ARCHITECTURE; SEMANTICS; SUPERVISED LEARNING; INFORMATION ANALYSIS; INFORMATION RETRIEVAL;

FEATURE ENGINEERINGS; NAMED-ENTITY RECOGNITION; PROPOSED ARCHITECTURES; SEMANTIC RELATIONSHIPS; SEMI-SUPERVISED LEARNING; SPATIAL DEPENDENCIES; STATE-OF-THE-ART PERFORMANCE; VECTOR REPRESENTATIONS; NAMED ENTITY RECOGNITION; SEMI- SUPERVISED LEARNING;

INFORMATION RETRIEVAL; NETWORK ARCHITECTURE;

EID: 84899899059     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-06028-6_74     Document Type: Conference Paper

References (10)

1. Supplementary (December 2013), http://www.cs.cmu.edu/~qyj/zhSenna/
2. Collobert, R., Weston, J., Bottou, L., Michael, K., Kuksa: Natural language processing (almost) from scratch. JMLR 12, 2493-2537 (2011)
3. Cuff, J.A., Barton, G.J.: Evaluation and improvement of multiple sequence methods for protein secondary structure prediction. Proteins 34, 508-519 (1999)
4. Hinton, G.E., Salakhutdinov, R.R.: Reducing the dimensionality of data with neural networks. Science 313(5786), 504-507 (2006)
5. Kountouris, P., Hirst, J.D.: Prediction of backbone dihedral angles and protein secondary structure using support vector machines. BMC Bioinf. 10(437) (2009)
6. Levow, G.A.: The third international chinese language processing bakeoff: Word segmentation and named entity recognition. In: Proceedings of the Fifth SIGHAN Workshop on Chinese Language Processing, Sydney, vol. 117 (July 2006)
7. Qi, Y., Oja, M., Weston, J., Noble, W.S.: A unified multitask architecture for predicting local protein properties. PLoS One 7(3), e32235 (2012)
8. Xue, N., Xia, F., Chiou, F.D., Palmer, M.: Penn chinese treebank: Phrase structure annotation of a large corpus. Natural Language Engineering 11, 207-238 (2005)
9. Xue, N., et al.: Chinese word segmentation as character tagging. Computational Linguistics and Chinese Language Processing 8(1), 29-48 (2003)
10. Zhang, Y., Clark, S.: Joint word segmentation and pos tagging using a single perceptron. In: Proceedings of the 46th Annual Meeting of ACL, pp. 888-896 (2008)