Original Contribution: Stacked generalization
Neural Networks
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Machine Learning
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
TnT: a statistical part-of-speech tagger
ANLC '00 Proceedings of the sixth conference on Applied natural language processing
A simple rule-based part of speech tagger
ANLC '92 Proceedings of the third conference on Applied natural language processing
The production of code-mixed discourse
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Processing of sentences with intra-sentential code-switching
COLING '82 Proceedings of the 9th conference on Computational linguistics - Volume 1
The design for the wall street journal-based CSR corpus
HLT '91 Proceedings of the workshop on Speech and Natural Language
Using language models to identify language impairment in Spanish-English bilingual children
BioNLP '08 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing
Learning to predict code-switching points
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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Code-switching is an interesting linguistic phenomenon commonly observed in highly bilingual communities. It consists of mixing languages in the same conversational event. This paper presents results on Part-of-Speech tagging Spanish-English code-switched discourse. We explore different approaches to exploit existing resources for both languages that range from simple heuristics, to language identification, to machine learning. The best results are achieved by training a machine learning algorithm with features that combine the output of an English and a Spanish Part-of-Speech tagger.