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, и L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, стр. 81--90. New York, NY, USA, ACM, (2010)
S. Rendle, и L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, стр. 81--90. New York, NY, USA, ACM, (2010)
Y. Cai, M. Zhang, D. Luo, C. Ding, и S. Chakravarthy. Proceedings of the fourth ACM international conference on Web search and data mining, стр. 695--704. New York, NY, USA, ACM, (2011)
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S. Rendle, L. Marinho, A. Nanopoulos, и L. Schmidt-Thieme. KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, стр. 727--736. New York, NY, USA, ACM, (2009)