GloVe + character embeddings + bi-LSTM + CRF for Sequence Tagging (Named Entity Recognition, NER, POS) - NLP example of bidirectionnal RNN and CRF in Tensorflow
A new system for creating code that manipulates tensors yields programs that are 100 times as efficient as those produced by existing software packages, with ramifications for big-data analysis and machine learning.
Semantic Vector Products: Some Initial Investigations. Dominic Widdows. To appear in Second AAAI Symposium on Quantum Interaction, Oxford, 26th – 28th March 2008.
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S. Rendle, and L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, page 81--90. New York, NY, USA, ACM, (2010)
S. Rendle, and L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, page 81--90. New York, NY, USA, ACM, (2010)
Y. Cai, M. Zhang, D. Luo, C. Ding, and S. Chakravarthy. Proceedings of the fourth ACM international conference on Web search and data mining, page 695--704. New York, NY, USA, ACM, (2011)
S. Rendle, L. Marinho, A. Nanopoulos, and L. Schmidt-Thieme. Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD '09), page 727--736. New York, NY, USA, ACM, (2009)
S. Rendle, L. Marinho, A. Nanopoulos, and L. Schmidt-Thieme. KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, page 727--736. New York, NY, USA, ACM, (2009)